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output_cnn.log
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Module for mambaforge version 22.9.0-2-Linux-x86_64 loaded
Module for mesa version 22.0.2 loaded
2023-07-01 13:18:37.456400: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE4.1 SSE4.2 AVX AVX2 FMA
To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
2023-07-01 13:18:40.282759: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE4.1 SSE4.2 AVX AVX2 FMA
To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
Shape of data X: (248, 256, 256)
Shape of data Y: (248, 256, 256)
248
Model: "model"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) [(None, 256, 256, 1 0 []
)]
separable_conv2d (SeparableCon (None, 256, 256, 16 25 ['input_1[0][0]']
v2D) )
batch_normalization (BatchNorm (None, 256, 256, 16 64 ['separable_conv2d[0][0]']
alization) )
activation (Activation) (None, 256, 256, 16 0 ['batch_normalization[0][0]']
)
separable_conv2d_1 (SeparableC (None, 256, 256, 16 400 ['activation[0][0]']
onv2D) )
batch_normalization_1 (BatchNo (None, 256, 256, 16 64 ['separable_conv2d_1[0][0]']
rmalization) )
activation_1 (Activation) (None, 256, 256, 16 0 ['batch_normalization_1[0][0]']
)
dropout (Dropout) (None, 256, 256, 16 0 ['activation_1[0][0]']
)
max_pooling2d (MaxPooling2D) (None, 128, 128, 16 0 ['dropout[0][0]']
)
separable_conv2d_2 (SeparableC (None, 128, 128, 16 400 ['max_pooling2d[0][0]']
onv2D) )
batch_normalization_2 (BatchNo (None, 128, 128, 16 64 ['separable_conv2d_2[0][0]']
rmalization) )
activation_2 (Activation) (None, 128, 128, 16 0 ['batch_normalization_2[0][0]']
)
separable_conv2d_3 (SeparableC (None, 128, 128, 16 400 ['activation_2[0][0]']
onv2D) )
batch_normalization_3 (BatchNo (None, 128, 128, 16 64 ['separable_conv2d_3[0][0]']
rmalization) )
activation_3 (Activation) (None, 128, 128, 16 0 ['batch_normalization_3[0][0]']
)
dropout_1 (Dropout) (None, 128, 128, 16 0 ['activation_3[0][0]']
)
max_pooling2d_1 (MaxPooling2D) (None, 64, 64, 16) 0 ['dropout_1[0][0]']
separable_conv2d_4 (SeparableC (None, 64, 64, 32) 656 ['max_pooling2d_1[0][0]']
onv2D)
batch_normalization_4 (BatchNo (None, 64, 64, 32) 128 ['separable_conv2d_4[0][0]']
rmalization)
activation_4 (Activation) (None, 64, 64, 32) 0 ['batch_normalization_4[0][0]']
separable_conv2d_5 (SeparableC (None, 64, 64, 32) 1312 ['activation_4[0][0]']
onv2D)
batch_normalization_5 (BatchNo (None, 64, 64, 32) 128 ['separable_conv2d_5[0][0]']
rmalization)
activation_5 (Activation) (None, 64, 64, 32) 0 ['batch_normalization_5[0][0]']
dropout_2 (Dropout) (None, 64, 64, 32) 0 ['activation_5[0][0]']
max_pooling2d_2 (MaxPooling2D) (None, 32, 32, 32) 0 ['dropout_2[0][0]']
separable_conv2d_6 (SeparableC (None, 32, 32, 32) 1312 ['max_pooling2d_2[0][0]']
onv2D)
batch_normalization_6 (BatchNo (None, 32, 32, 32) 128 ['separable_conv2d_6[0][0]']
rmalization)
activation_6 (Activation) (None, 32, 32, 32) 0 ['batch_normalization_6[0][0]']
separable_conv2d_7 (SeparableC (None, 32, 32, 32) 1312 ['activation_6[0][0]']
onv2D)
batch_normalization_7 (BatchNo (None, 32, 32, 32) 128 ['separable_conv2d_7[0][0]']
rmalization)
activation_7 (Activation) (None, 32, 32, 32) 0 ['batch_normalization_7[0][0]']
dropout_3 (Dropout) (None, 32, 32, 32) 0 ['activation_7[0][0]']
up_sampling2d (UpSampling2D) (None, 64, 64, 32) 0 ['dropout_3[0][0]']
concatenate (Concatenate) (None, 64, 64, 64) 0 ['up_sampling2d[0][0]',
'dropout_2[0][0]']
separable_conv2d_8 (SeparableC (None, 64, 64, 32) 2624 ['concatenate[0][0]']
onv2D)
batch_normalization_8 (BatchNo (None, 64, 64, 32) 128 ['separable_conv2d_8[0][0]']
rmalization)
activation_8 (Activation) (None, 64, 64, 32) 0 ['batch_normalization_8[0][0]']
separable_conv2d_9 (SeparableC (None, 64, 64, 32) 1312 ['activation_8[0][0]']
onv2D)
batch_normalization_9 (BatchNo (None, 64, 64, 32) 128 ['separable_conv2d_9[0][0]']
rmalization)
activation_9 (Activation) (None, 64, 64, 32) 0 ['batch_normalization_9[0][0]']
dropout_4 (Dropout) (None, 64, 64, 32) 0 ['activation_9[0][0]']
up_sampling2d_1 (UpSampling2D) (None, 128, 128, 32 0 ['dropout_4[0][0]']
)
concatenate_1 (Concatenate) (None, 128, 128, 48 0 ['up_sampling2d_1[0][0]',
) 'dropout_1[0][0]']
separable_conv2d_10 (Separable (None, 128, 128, 16 1200 ['concatenate_1[0][0]']
Conv2D) )
batch_normalization_10 (BatchN (None, 128, 128, 16 64 ['separable_conv2d_10[0][0]']
ormalization) )
activation_10 (Activation) (None, 128, 128, 16 0 ['batch_normalization_10[0][0]']
)
separable_conv2d_11 (Separable (None, 128, 128, 16 400 ['activation_10[0][0]']
Conv2D) )
batch_normalization_11 (BatchN (None, 128, 128, 16 64 ['separable_conv2d_11[0][0]']
ormalization) )
activation_11 (Activation) (None, 128, 128, 16 0 ['batch_normalization_11[0][0]']
)
dropout_5 (Dropout) (None, 128, 128, 16 0 ['activation_11[0][0]']
)
up_sampling2d_2 (UpSampling2D) (None, 256, 256, 16 0 ['dropout_5[0][0]']
)
concatenate_2 (Concatenate) (None, 256, 256, 32 0 ['up_sampling2d_2[0][0]',
) 'dropout[0][0]']
separable_conv2d_12 (Separable (None, 256, 256, 16 800 ['concatenate_2[0][0]']
Conv2D) )
batch_normalization_12 (BatchN (None, 256, 256, 16 64 ['separable_conv2d_12[0][0]']
ormalization) )
activation_12 (Activation) (None, 256, 256, 16 0 ['batch_normalization_12[0][0]']
)
separable_conv2d_13 (Separable (None, 256, 256, 16 400 ['activation_12[0][0]']
Conv2D) )
batch_normalization_13 (BatchN (None, 256, 256, 16 64 ['separable_conv2d_13[0][0]']
ormalization) )
activation_13 (Activation) (None, 256, 256, 16 0 ['batch_normalization_13[0][0]']
)
dropout_6 (Dropout) (None, 256, 256, 16 0 ['activation_13[0][0]']
)
separable_conv2d_14 (Separable (None, 256, 256, 3) 64 ['dropout_6[0][0]']
Conv2D)
reshape (Reshape) (None, 65536, 3) 0 ['separable_conv2d_14[0][0]']
activation_14 (Activation) (None, 65536, 3) 0 ['reshape[0][0]']
==================================================================================================
Total params: 13,897
Trainable params: 13,257
Non-trainable params: 640
__________________________________________________________________________________________________
WARNING:absl:`lr` is deprecated, please use `learning_rate` instead, or use the legacy optimizer, e.g.,tf.keras.optimizers.legacy.Adam.
[0.029670515538788727, 0.4774778589872745, 0.49285162547393685]
train_input: (198, 256, 256)
val_input: (50, 256, 256)
Size of each batch: (16, 256, 256, 1)
Epoch 1/60
1/12 [=>............................] - ETA: 1:16 - loss: 0.8984 - categorical_accuracy: 0.2065 - mean_dice_coef: 0.2145 - weighted_mean_dice_coef: 0.1016 2/12 [====>.........................] - ETA: 37s - loss: 0.9130 - categorical_accuracy: 0.2033 - mean_dice_coef: 0.2054 - weighted_mean_dice_coef: 0.0870 3/12 [======>.......................] - ETA: 34s - loss: 0.9163 - categorical_accuracy: 0.2064 - mean_dice_coef: 0.2035 - weighted_mean_dice_coef: 0.0837 4/12 [=========>....................] - ETA: 30s - loss: 0.9103 - categorical_accuracy: 0.2143 - mean_dice_coef: 0.2077 - weighted_mean_dice_coef: 0.0897 5/12 [===========>..................] - ETA: 26s - loss: 0.9040 - categorical_accuracy: 0.2226 - mean_dice_coef: 0.2118 - weighted_mean_dice_coef: 0.0960 6/12 [==============>...............] - ETA: 22s - loss: 0.9022 - categorical_accuracy: 0.2285 - mean_dice_coef: 0.2132 - weighted_mean_dice_coef: 0.0978 7/12 [================>.............] - ETA: 18s - loss: 0.9023 - categorical_accuracy: 0.2335 - mean_dice_coef: 0.2131 - weighted_mean_dice_coef: 0.0977 8/12 [===================>..........] - ETA: 15s - loss: 0.9032 - categorical_accuracy: 0.2398 - mean_dice_coef: 0.2127 - weighted_mean_dice_coef: 0.0968 9/12 [=====================>........] - ETA: 11s - loss: 0.9027 - categorical_accuracy: 0.2451 - mean_dice_coef: 0.2132 - weighted_mean_dice_coef: 0.097310/12 [========================>.....] - ETA: 7s - loss: 0.8990 - categorical_accuracy: 0.2511 - mean_dice_coef: 0.2155 - weighted_mean_dice_coef: 0.1010 11/12 [==========================>...] - ETA: 3s - loss: 0.8972 - categorical_accuracy: 0.2584 - mean_dice_coef: 0.2168 - weighted_mean_dice_coef: 0.102812/12 [==============================] - ETA: 0s - loss: 0.8975 - categorical_accuracy: 0.2648 - mean_dice_coef: 0.2167 - weighted_mean_dice_coef: 0.102512/12 [==============================] - 51s 4s/step - loss: 0.8975 - categorical_accuracy: 0.2648 - mean_dice_coef: 0.2167 - weighted_mean_dice_coef: 0.1025 - val_loss: 0.8943 - val_categorical_accuracy: 0.0588 - val_mean_dice_coef: 0.2247 - val_weighted_mean_dice_coef: 0.1057 - lr: 0.0010
Epoch 2/60
1/12 [=>............................] - ETA: 41s - loss: 0.8854 - categorical_accuracy: 0.3651 - mean_dice_coef: 0.2261 - weighted_mean_dice_coef: 0.1146 2/12 [====>.........................] - ETA: 37s - loss: 0.8817 - categorical_accuracy: 0.3718 - mean_dice_coef: 0.2285 - weighted_mean_dice_coef: 0.1183 3/12 [======>.......................] - ETA: 33s - loss: 0.8864 - categorical_accuracy: 0.3667 - mean_dice_coef: 0.2251 - weighted_mean_dice_coef: 0.1136 4/12 [=========>....................] - ETA: 29s - loss: 0.8927 - categorical_accuracy: 0.3748 - mean_dice_coef: 0.2212 - weighted_mean_dice_coef: 0.1073 5/12 [===========>..................] - ETA: 26s - loss: 0.8944 - categorical_accuracy: 0.3824 - mean_dice_coef: 0.2203 - weighted_mean_dice_coef: 0.1056 6/12 [==============>...............] - ETA: 22s - loss: 0.8887 - categorical_accuracy: 0.3855 - mean_dice_coef: 0.2239 - weighted_mean_dice_coef: 0.1113 7/12 [================>.............] - ETA: 18s - loss: 0.8836 - categorical_accuracy: 0.3840 - mean_dice_coef: 0.2270 - weighted_mean_dice_coef: 0.1164 8/12 [===================>..........] - ETA: 15s - loss: 0.8848 - categorical_accuracy: 0.3859 - mean_dice_coef: 0.2262 - weighted_mean_dice_coef: 0.1152 9/12 [=====================>........] - ETA: 11s - loss: 0.8827 - categorical_accuracy: 0.3915 - mean_dice_coef: 0.2277 - weighted_mean_dice_coef: 0.117310/12 [========================>.....] - ETA: 7s - loss: 0.8847 - categorical_accuracy: 0.3954 - mean_dice_coef: 0.2265 - weighted_mean_dice_coef: 0.1153 11/12 [==========================>...] - ETA: 3s - loss: 0.8846 - categorical_accuracy: 0.3952 - mean_dice_coef: 0.2265 - weighted_mean_dice_coef: 0.115412/12 [==============================] - ETA: 0s - loss: 0.8830 - categorical_accuracy: 0.3973 - mean_dice_coef: 0.2276 - weighted_mean_dice_coef: 0.117012/12 [==============================] - 47s 4s/step - loss: 0.8830 - categorical_accuracy: 0.3973 - mean_dice_coef: 0.2276 - weighted_mean_dice_coef: 0.1170 - val_loss: 0.8943 - val_categorical_accuracy: 0.8247 - val_mean_dice_coef: 0.2253 - val_weighted_mean_dice_coef: 0.1057 - lr: 0.0010
Epoch 3/60
1/12 [=>............................] - ETA: 41s - loss: 0.8697 - categorical_accuracy: 0.4613 - mean_dice_coef: 0.2377 - weighted_mean_dice_coef: 0.1303 2/12 [====>.........................] - ETA: 37s - loss: 0.8653 - categorical_accuracy: 0.4615 - mean_dice_coef: 0.2407 - weighted_mean_dice_coef: 0.1347 3/12 [======>.......................] - ETA: 33s - loss: 0.8763 - categorical_accuracy: 0.4560 - mean_dice_coef: 0.2332 - weighted_mean_dice_coef: 0.1237 4/12 [=========>....................] - ETA: 30s - loss: 0.8824 - categorical_accuracy: 0.4572 - mean_dice_coef: 0.2293 - weighted_mean_dice_coef: 0.1176 5/12 [===========>..................] - ETA: 26s - loss: 0.8814 - categorical_accuracy: 0.4480 - mean_dice_coef: 0.2297 - weighted_mean_dice_coef: 0.1186 6/12 [==============>...............] - ETA: 22s - loss: 0.8774 - categorical_accuracy: 0.4477 - mean_dice_coef: 0.2323 - weighted_mean_dice_coef: 0.1226 7/12 [================>.............] - ETA: 18s - loss: 0.8738 - categorical_accuracy: 0.4515 - mean_dice_coef: 0.2348 - weighted_mean_dice_coef: 0.1262 8/12 [===================>..........] - ETA: 15s - loss: 0.8747 - categorical_accuracy: 0.4495 - mean_dice_coef: 0.2342 - weighted_mean_dice_coef: 0.1253 9/12 [=====================>........] - ETA: 11s - loss: 0.8709 - categorical_accuracy: 0.4511 - mean_dice_coef: 0.2368 - weighted_mean_dice_coef: 0.129110/12 [========================>.....] - ETA: 7s - loss: 0.8721 - categorical_accuracy: 0.4539 - mean_dice_coef: 0.2360 - weighted_mean_dice_coef: 0.1279 11/12 [==========================>...] - ETA: 3s - loss: 0.8724 - categorical_accuracy: 0.4505 - mean_dice_coef: 0.2358 - weighted_mean_dice_coef: 0.127612/12 [==============================] - ETA: 0s - loss: 0.8688 - categorical_accuracy: 0.4493 - mean_dice_coef: 0.2381 - weighted_mean_dice_coef: 0.131212/12 [==============================] - 47s 4s/step - loss: 0.8688 - categorical_accuracy: 0.4493 - mean_dice_coef: 0.2381 - weighted_mean_dice_coef: 0.1312 - val_loss: 0.8942 - val_categorical_accuracy: 0.8732 - val_mean_dice_coef: 0.2266 - val_weighted_mean_dice_coef: 0.1058 - lr: 0.0010
Epoch 4/60
1/12 [=>............................] - ETA: 41s - loss: 0.8802 - categorical_accuracy: 0.4802 - mean_dice_coef: 0.2323 - weighted_mean_dice_coef: 0.1198 2/12 [====>.........................] - ETA: 37s - loss: 0.8844 - categorical_accuracy: 0.4669 - mean_dice_coef: 0.2295 - weighted_mean_dice_coef: 0.1156 3/12 [======>.......................] - ETA: 33s - loss: 0.8865 - categorical_accuracy: 0.4672 - mean_dice_coef: 0.2283 - weighted_mean_dice_coef: 0.1135 4/12 [=========>....................] - ETA: 30s - loss: 0.8811 - categorical_accuracy: 0.4573 - mean_dice_coef: 0.2316 - weighted_mean_dice_coef: 0.1189 5/12 [===========>..................] - ETA: 26s - loss: 0.8730 - categorical_accuracy: 0.4619 - mean_dice_coef: 0.2373 - weighted_mean_dice_coef: 0.1270 6/12 [==============>...............] - ETA: 22s - loss: 0.8657 - categorical_accuracy: 0.4642 - mean_dice_coef: 0.2422 - weighted_mean_dice_coef: 0.1343 7/12 [================>.............] - ETA: 18s - loss: 0.8663 - categorical_accuracy: 0.4625 - mean_dice_coef: 0.2419 - weighted_mean_dice_coef: 0.1337 8/12 [===================>..........] - ETA: 15s - loss: 0.8662 - categorical_accuracy: 0.4597 - mean_dice_coef: 0.2420 - weighted_mean_dice_coef: 0.1338 9/12 [=====================>........] - ETA: 11s - loss: 0.8632 - categorical_accuracy: 0.4613 - mean_dice_coef: 0.2441 - weighted_mean_dice_coef: 0.136810/12 [========================>.....] - ETA: 7s - loss: 0.8606 - categorical_accuracy: 0.4655 - mean_dice_coef: 0.2461 - weighted_mean_dice_coef: 0.1394 11/12 [==========================>...] - ETA: 3s - loss: 0.8565 - categorical_accuracy: 0.4662 - mean_dice_coef: 0.2489 - weighted_mean_dice_coef: 0.143512/12 [==============================] - ETA: 0s - loss: 0.8554 - categorical_accuracy: 0.4694 - mean_dice_coef: 0.2499 - weighted_mean_dice_coef: 0.144612/12 [==============================] - 47s 4s/step - loss: 0.8554 - categorical_accuracy: 0.4694 - mean_dice_coef: 0.2499 - weighted_mean_dice_coef: 0.1446 - val_loss: 0.8941 - val_categorical_accuracy: 0.8769 - val_mean_dice_coef: 0.2289 - val_weighted_mean_dice_coef: 0.1059 - lr: 0.0010
Epoch 5/60
1/12 [=>............................] - ETA: 41s - loss: 0.8204 - categorical_accuracy: 0.4973 - mean_dice_coef: 0.2755 - weighted_mean_dice_coef: 0.1796 2/12 [====>.........................] - ETA: 37s - loss: 0.8422 - categorical_accuracy: 0.4847 - mean_dice_coef: 0.2610 - weighted_mean_dice_coef: 0.1578 3/12 [======>.......................] - ETA: 33s - loss: 0.8413 - categorical_accuracy: 0.4915 - mean_dice_coef: 0.2620 - weighted_mean_dice_coef: 0.1587 4/12 [=========>....................] - ETA: 30s - loss: 0.8384 - categorical_accuracy: 0.4970 - mean_dice_coef: 0.2644 - weighted_mean_dice_coef: 0.1616 5/12 [===========>..................] - ETA: 26s - loss: 0.8468 - categorical_accuracy: 0.4982 - mean_dice_coef: 0.2590 - weighted_mean_dice_coef: 0.1532 6/12 [==============>...............] - ETA: 22s - loss: 0.8439 - categorical_accuracy: 0.4978 - mean_dice_coef: 0.2610 - weighted_mean_dice_coef: 0.1561 7/12 [================>.............] - ETA: 18s - loss: 0.8411 - categorical_accuracy: 0.4984 - mean_dice_coef: 0.2630 - weighted_mean_dice_coef: 0.1589 8/12 [===================>..........] - ETA: 15s - loss: 0.8364 - categorical_accuracy: 0.4985 - mean_dice_coef: 0.2662 - weighted_mean_dice_coef: 0.1636 9/12 [=====================>........] - ETA: 11s - loss: 0.8378 - categorical_accuracy: 0.4962 - mean_dice_coef: 0.2654 - weighted_mean_dice_coef: 0.162210/12 [========================>.....] - ETA: 7s - loss: 0.8412 - categorical_accuracy: 0.4964 - mean_dice_coef: 0.2633 - weighted_mean_dice_coef: 0.1588 11/12 [==========================>...] - ETA: 3s - loss: 0.8421 - categorical_accuracy: 0.4951 - mean_dice_coef: 0.2628 - weighted_mean_dice_coef: 0.157912/12 [==============================] - ETA: 0s - loss: 0.8435 - categorical_accuracy: 0.4971 - mean_dice_coef: 0.2622 - weighted_mean_dice_coef: 0.156512/12 [==============================] - 47s 4s/step - loss: 0.8435 - categorical_accuracy: 0.4971 - mean_dice_coef: 0.2622 - weighted_mean_dice_coef: 0.1565 - val_loss: 0.8939 - val_categorical_accuracy: 0.8816 - val_mean_dice_coef: 0.2331 - val_weighted_mean_dice_coef: 0.1061 - lr: 0.0010
Epoch 6/60
1/12 [=>............................] - ETA: 41s - loss: 0.8284 - categorical_accuracy: 0.5251 - mean_dice_coef: 0.2763 - weighted_mean_dice_coef: 0.1716 2/12 [====>.........................] - ETA: 37s - loss: 0.8364 - categorical_accuracy: 0.5111 - mean_dice_coef: 0.2705 - weighted_mean_dice_coef: 0.1636 3/12 [======>.......................] - ETA: 33s - loss: 0.8416 - categorical_accuracy: 0.5091 - mean_dice_coef: 0.2673 - weighted_mean_dice_coef: 0.1584 4/12 [=========>....................] - ETA: 29s - loss: 0.8350 - categorical_accuracy: 0.5138 - mean_dice_coef: 0.2719 - weighted_mean_dice_coef: 0.1650 5/12 [===========>..................] - ETA: 26s - loss: 0.8421 - categorical_accuracy: 0.5156 - mean_dice_coef: 0.2675 - weighted_mean_dice_coef: 0.1579 6/12 [==============>...............] - ETA: 22s - loss: 0.8438 - categorical_accuracy: 0.5182 - mean_dice_coef: 0.2668 - weighted_mean_dice_coef: 0.1562 7/12 [================>.............] - ETA: 18s - loss: 0.8436 - categorical_accuracy: 0.5173 - mean_dice_coef: 0.2671 - weighted_mean_dice_coef: 0.1564 8/12 [===================>..........] - ETA: 14s - loss: 0.8381 - categorical_accuracy: 0.5198 - mean_dice_coef: 0.2710 - weighted_mean_dice_coef: 0.1619 9/12 [=====================>........] - ETA: 11s - loss: 0.8410 - categorical_accuracy: 0.5210 - mean_dice_coef: 0.2694 - weighted_mean_dice_coef: 0.159010/12 [========================>.....] - ETA: 7s - loss: 0.8382 - categorical_accuracy: 0.5224 - mean_dice_coef: 0.2714 - weighted_mean_dice_coef: 0.1618 11/12 [==========================>...] - ETA: 3s - loss: 0.8336 - categorical_accuracy: 0.5243 - mean_dice_coef: 0.2747 - weighted_mean_dice_coef: 0.166412/12 [==============================] - ETA: 0s - loss: 0.8315 - categorical_accuracy: 0.5269 - mean_dice_coef: 0.2764 - weighted_mean_dice_coef: 0.168512/12 [==============================] - 47s 4s/step - loss: 0.8315 - categorical_accuracy: 0.5269 - mean_dice_coef: 0.2764 - weighted_mean_dice_coef: 0.1685 - val_loss: 0.8936 - val_categorical_accuracy: 0.8902 - val_mean_dice_coef: 0.2396 - val_weighted_mean_dice_coef: 0.1064 - lr: 0.0010
Epoch 7/60
1/12 [=>............................] - ETA: 41s - loss: 0.8612 - categorical_accuracy: 0.5441 - mean_dice_coef: 0.2601 - weighted_mean_dice_coef: 0.1388 2/12 [====>.........................] - ETA: 37s - loss: 0.8534 - categorical_accuracy: 0.5477 - mean_dice_coef: 0.2659 - weighted_mean_dice_coef: 0.1466 3/12 [======>.......................] - ETA: 33s - loss: 0.8327 - categorical_accuracy: 0.5504 - mean_dice_coef: 0.2802 - weighted_mean_dice_coef: 0.1673 4/12 [=========>....................] - ETA: 29s - loss: 0.8258 - categorical_accuracy: 0.5529 - mean_dice_coef: 0.2853 - weighted_mean_dice_coef: 0.1742 5/12 [===========>..................] - ETA: 26s - loss: 0.8165 - categorical_accuracy: 0.5536 - mean_dice_coef: 0.2915 - weighted_mean_dice_coef: 0.1835 6/12 [==============>...............] - ETA: 22s - loss: 0.8146 - categorical_accuracy: 0.5530 - mean_dice_coef: 0.2930 - weighted_mean_dice_coef: 0.1854 7/12 [================>.............] - ETA: 18s - loss: 0.8124 - categorical_accuracy: 0.5530 - mean_dice_coef: 0.2946 - weighted_mean_dice_coef: 0.1876 8/12 [===================>..........] - ETA: 14s - loss: 0.8148 - categorical_accuracy: 0.5507 - mean_dice_coef: 0.2931 - weighted_mean_dice_coef: 0.1852 9/12 [=====================>........] - ETA: 11s - loss: 0.8162 - categorical_accuracy: 0.5492 - mean_dice_coef: 0.2924 - weighted_mean_dice_coef: 0.183810/12 [========================>.....] - ETA: 7s - loss: 0.8204 - categorical_accuracy: 0.5493 - mean_dice_coef: 0.2899 - weighted_mean_dice_coef: 0.1796 11/12 [==========================>...] - ETA: 3s - loss: 0.8193 - categorical_accuracy: 0.5514 - mean_dice_coef: 0.2911 - weighted_mean_dice_coef: 0.180712/12 [==============================] - ETA: 0s - loss: 0.8205 - categorical_accuracy: 0.5511 - mean_dice_coef: 0.2905 - weighted_mean_dice_coef: 0.179512/12 [==============================] - 47s 4s/step - loss: 0.8205 - categorical_accuracy: 0.5511 - mean_dice_coef: 0.2905 - weighted_mean_dice_coef: 0.1795 - val_loss: 0.8935 - val_categorical_accuracy: 0.8903 - val_mean_dice_coef: 0.2481 - val_weighted_mean_dice_coef: 0.1065 - lr: 0.0010
Epoch 8/60
1/12 [=>............................] - ETA: 41s - loss: 0.8334 - categorical_accuracy: 0.5529 - mean_dice_coef: 0.2856 - weighted_mean_dice_coef: 0.1666 2/12 [====>.........................] - ETA: 37s - loss: 0.8343 - categorical_accuracy: 0.5626 - mean_dice_coef: 0.2859 - weighted_mean_dice_coef: 0.1657 3/12 [======>.......................] - ETA: 33s - loss: 0.8212 - categorical_accuracy: 0.5699 - mean_dice_coef: 0.2953 - weighted_mean_dice_coef: 0.1788 4/12 [=========>....................] - ETA: 29s - loss: 0.8078 - categorical_accuracy: 0.5724 - mean_dice_coef: 0.3043 - weighted_mean_dice_coef: 0.1922 5/12 [===========>..................] - ETA: 26s - loss: 0.8043 - categorical_accuracy: 0.5726 - mean_dice_coef: 0.3068 - weighted_mean_dice_coef: 0.1957 6/12 [==============>...............] - ETA: 22s - loss: 0.7995 - categorical_accuracy: 0.5745 - mean_dice_coef: 0.3104 - weighted_mean_dice_coef: 0.2005 7/12 [================>.............] - ETA: 18s - loss: 0.7993 - categorical_accuracy: 0.5761 - mean_dice_coef: 0.3110 - weighted_mean_dice_coef: 0.2007 8/12 [===================>..........] - ETA: 14s - loss: 0.8014 - categorical_accuracy: 0.5744 - mean_dice_coef: 0.3097 - weighted_mean_dice_coef: 0.1986 9/12 [=====================>........] - ETA: 11s - loss: 0.8034 - categorical_accuracy: 0.5730 - mean_dice_coef: 0.3085 - weighted_mean_dice_coef: 0.196610/12 [========================>.....] - ETA: 7s - loss: 0.8075 - categorical_accuracy: 0.5728 - mean_dice_coef: 0.3060 - weighted_mean_dice_coef: 0.1925 11/12 [==========================>...] - ETA: 3s - loss: 0.8057 - categorical_accuracy: 0.5740 - mean_dice_coef: 0.3076 - weighted_mean_dice_coef: 0.194312/12 [==============================] - ETA: 0s - loss: 0.8090 - categorical_accuracy: 0.5750 - mean_dice_coef: 0.3058 - weighted_mean_dice_coef: 0.191012/12 [==============================] - 47s 4s/step - loss: 0.8090 - categorical_accuracy: 0.5750 - mean_dice_coef: 0.3058 - weighted_mean_dice_coef: 0.1910 - val_loss: 0.8935 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.2591 - val_weighted_mean_dice_coef: 0.1065 - lr: 0.0010
Epoch 9/60
1/12 [=>............................] - ETA: 41s - loss: 0.7670 - categorical_accuracy: 0.5983 - mean_dice_coef: 0.3395 - weighted_mean_dice_coef: 0.2330 2/12 [====>.........................] - ETA: 37s - loss: 0.7791 - categorical_accuracy: 0.6003 - mean_dice_coef: 0.3319 - weighted_mean_dice_coef: 0.2209 3/12 [======>.......................] - ETA: 33s - loss: 0.7796 - categorical_accuracy: 0.6038 - mean_dice_coef: 0.3322 - weighted_mean_dice_coef: 0.2204 4/12 [=========>....................] - ETA: 29s - loss: 0.7896 - categorical_accuracy: 0.6008 - mean_dice_coef: 0.3255 - weighted_mean_dice_coef: 0.2104 5/12 [===========>..................] - ETA: 26s - loss: 0.7930 - categorical_accuracy: 0.5991 - mean_dice_coef: 0.3232 - weighted_mean_dice_coef: 0.2070 6/12 [==============>...............] - ETA: 22s - loss: 0.7857 - categorical_accuracy: 0.6009 - mean_dice_coef: 0.3284 - weighted_mean_dice_coef: 0.2143 7/12 [================>.............] - ETA: 18s - loss: 0.7903 - categorical_accuracy: 0.6027 - mean_dice_coef: 0.3258 - weighted_mean_dice_coef: 0.2097 8/12 [===================>..........] - ETA: 14s - loss: 0.7881 - categorical_accuracy: 0.6038 - mean_dice_coef: 0.3275 - weighted_mean_dice_coef: 0.2119 9/12 [=====================>........] - ETA: 11s - loss: 0.7936 - categorical_accuracy: 0.6046 - mean_dice_coef: 0.3242 - weighted_mean_dice_coef: 0.206410/12 [========================>.....] - ETA: 7s - loss: 0.7975 - categorical_accuracy: 0.6044 - mean_dice_coef: 0.3219 - weighted_mean_dice_coef: 0.2025 11/12 [==========================>...] - ETA: 3s - loss: 0.7981 - categorical_accuracy: 0.6040 - mean_dice_coef: 0.3218 - weighted_mean_dice_coef: 0.201912/12 [==============================] - ETA: 0s - loss: 0.7960 - categorical_accuracy: 0.6049 - mean_dice_coef: 0.3235 - weighted_mean_dice_coef: 0.204012/12 [==============================] - 47s 4s/step - loss: 0.7960 - categorical_accuracy: 0.6049 - mean_dice_coef: 0.3235 - weighted_mean_dice_coef: 0.2040 - val_loss: 0.8939 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.2742 - val_weighted_mean_dice_coef: 0.1061 - lr: 0.0010
Epoch 10/60
1/12 [=>............................] - ETA: 41s - loss: 0.8300 - categorical_accuracy: 0.6131 - mean_dice_coef: 0.3053 - weighted_mean_dice_coef: 0.1700 2/12 [====>.........................] - ETA: 37s - loss: 0.8186 - categorical_accuracy: 0.6135 - mean_dice_coef: 0.3133 - weighted_mean_dice_coef: 0.1814 3/12 [======>.......................] - ETA: 33s - loss: 0.8156 - categorical_accuracy: 0.6182 - mean_dice_coef: 0.3161 - weighted_mean_dice_coef: 0.1844 4/12 [=========>....................] - ETA: 29s - loss: 0.7960 - categorical_accuracy: 0.6213 - mean_dice_coef: 0.3294 - weighted_mean_dice_coef: 0.2040 5/12 [===========>..................] - ETA: 26s - loss: 0.7960 - categorical_accuracy: 0.6218 - mean_dice_coef: 0.3297 - weighted_mean_dice_coef: 0.2040 6/12 [==============>...............] - ETA: 22s - loss: 0.7901 - categorical_accuracy: 0.6235 - mean_dice_coef: 0.3340 - weighted_mean_dice_coef: 0.2099 7/12 [================>.............] - ETA: 18s - loss: 0.7862 - categorical_accuracy: 0.6271 - mean_dice_coef: 0.3373 - weighted_mean_dice_coef: 0.2138 8/12 [===================>..........] - ETA: 14s - loss: 0.7865 - categorical_accuracy: 0.6265 - mean_dice_coef: 0.3373 - weighted_mean_dice_coef: 0.2135 9/12 [=====================>........] - ETA: 11s - loss: 0.7846 - categorical_accuracy: 0.6281 - mean_dice_coef: 0.3390 - weighted_mean_dice_coef: 0.215410/12 [========================>.....] - ETA: 7s - loss: 0.7824 - categorical_accuracy: 0.6283 - mean_dice_coef: 0.3408 - weighted_mean_dice_coef: 0.2176 11/12 [==========================>...] - ETA: 3s - loss: 0.7786 - categorical_accuracy: 0.6296 - mean_dice_coef: 0.3438 - weighted_mean_dice_coef: 0.221412/12 [==============================] - ETA: 0s - loss: 0.7822 - categorical_accuracy: 0.6307 - mean_dice_coef: 0.3417 - weighted_mean_dice_coef: 0.217812/12 [==============================] - 47s 4s/step - loss: 0.7822 - categorical_accuracy: 0.6307 - mean_dice_coef: 0.3417 - weighted_mean_dice_coef: 0.2178 - val_loss: 0.8950 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.2909 - val_weighted_mean_dice_coef: 0.1050 - lr: 0.0010
Epoch 11/60
1/12 [=>............................] - ETA: 41s - loss: 0.7879 - categorical_accuracy: 0.6334 - mean_dice_coef: 0.3411 - weighted_mean_dice_coef: 0.2121 2/12 [====>.........................] - ETA: 37s - loss: 0.7844 - categorical_accuracy: 0.6380 - mean_dice_coef: 0.3443 - weighted_mean_dice_coef: 0.2156 3/12 [======>.......................] - ETA: 33s - loss: 0.7958 - categorical_accuracy: 0.6441 - mean_dice_coef: 0.3376 - weighted_mean_dice_coef: 0.2042 4/12 [=========>....................] - ETA: 29s - loss: 0.8003 - categorical_accuracy: 0.6474 - mean_dice_coef: 0.3351 - weighted_mean_dice_coef: 0.1997 5/12 [===========>..................] - ETA: 26s - loss: 0.7995 - categorical_accuracy: 0.6511 - mean_dice_coef: 0.3364 - weighted_mean_dice_coef: 0.2005 6/12 [==============>...............] - ETA: 22s - loss: 0.7920 - categorical_accuracy: 0.6516 - mean_dice_coef: 0.3417 - weighted_mean_dice_coef: 0.2080 7/12 [================>.............] - ETA: 18s - loss: 0.7832 - categorical_accuracy: 0.6531 - mean_dice_coef: 0.3481 - weighted_mean_dice_coef: 0.2168 8/12 [===================>..........] - ETA: 14s - loss: 0.7788 - categorical_accuracy: 0.6548 - mean_dice_coef: 0.3516 - weighted_mean_dice_coef: 0.2212 9/12 [=====================>........] - ETA: 11s - loss: 0.7795 - categorical_accuracy: 0.6550 - mean_dice_coef: 0.3514 - weighted_mean_dice_coef: 0.220510/12 [========================>.....] - ETA: 7s - loss: 0.7727 - categorical_accuracy: 0.6551 - mean_dice_coef: 0.3562 - weighted_mean_dice_coef: 0.2273 11/12 [==========================>...] - ETA: 3s - loss: 0.7709 - categorical_accuracy: 0.6558 - mean_dice_coef: 0.3578 - weighted_mean_dice_coef: 0.229112/12 [==============================] - ETA: 0s - loss: 0.7683 - categorical_accuracy: 0.6557 - mean_dice_coef: 0.3599 - weighted_mean_dice_coef: 0.231712/12 [==============================] - 47s 4s/step - loss: 0.7683 - categorical_accuracy: 0.6557 - mean_dice_coef: 0.3599 - weighted_mean_dice_coef: 0.2317 - val_loss: 0.8978 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3071 - val_weighted_mean_dice_coef: 0.1022 - lr: 0.0010
Epoch 12/60
1/12 [=>............................] - ETA: 41s - loss: 0.8059 - categorical_accuracy: 0.6633 - mean_dice_coef: 0.3389 - weighted_mean_dice_coef: 0.1941 2/12 [====>.........................] - ETA: 37s - loss: 0.7725 - categorical_accuracy: 0.6677 - mean_dice_coef: 0.3625 - weighted_mean_dice_coef: 0.2275 3/12 [======>.......................] - ETA: 33s - loss: 0.7766 - categorical_accuracy: 0.6692 - mean_dice_coef: 0.3601 - weighted_mean_dice_coef: 0.2234 4/12 [=========>....................] - ETA: 29s - loss: 0.7653 - categorical_accuracy: 0.6681 - mean_dice_coef: 0.3680 - weighted_mean_dice_coef: 0.2347 5/12 [===========>..................] - ETA: 26s - loss: 0.7675 - categorical_accuracy: 0.6685 - mean_dice_coef: 0.3667 - weighted_mean_dice_coef: 0.2325 6/12 [==============>...............] - ETA: 22s - loss: 0.7635 - categorical_accuracy: 0.6694 - mean_dice_coef: 0.3698 - weighted_mean_dice_coef: 0.2365 7/12 [================>.............] - ETA: 18s - loss: 0.7632 - categorical_accuracy: 0.6694 - mean_dice_coef: 0.3702 - weighted_mean_dice_coef: 0.2368 8/12 [===================>..........] - ETA: 14s - loss: 0.7595 - categorical_accuracy: 0.6700 - mean_dice_coef: 0.3730 - weighted_mean_dice_coef: 0.2405 9/12 [=====================>........] - ETA: 11s - loss: 0.7598 - categorical_accuracy: 0.6704 - mean_dice_coef: 0.3730 - weighted_mean_dice_coef: 0.240210/12 [========================>.....] - ETA: 7s - loss: 0.7635 - categorical_accuracy: 0.6727 - mean_dice_coef: 0.3710 - weighted_mean_dice_coef: 0.2365 11/12 [==========================>...] - ETA: 3s - loss: 0.7584 - categorical_accuracy: 0.6743 - mean_dice_coef: 0.3749 - weighted_mean_dice_coef: 0.241612/12 [==============================] - ETA: 0s - loss: 0.7529 - categorical_accuracy: 0.6752 - mean_dice_coef: 0.3790 - weighted_mean_dice_coef: 0.247112/12 [==============================] - 47s 4s/step - loss: 0.7529 - categorical_accuracy: 0.6752 - mean_dice_coef: 0.3790 - weighted_mean_dice_coef: 0.2471 - val_loss: 0.9028 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3205 - val_weighted_mean_dice_coef: 0.0972 - lr: 0.0010
Epoch 13/60
1/12 [=>............................] - ETA: 41s - loss: 0.7495 - categorical_accuracy: 0.6879 - mean_dice_coef: 0.3860 - weighted_mean_dice_coef: 0.2505 2/12 [====>.........................] - ETA: 37s - loss: 0.7404 - categorical_accuracy: 0.6923 - mean_dice_coef: 0.3933 - weighted_mean_dice_coef: 0.2596 3/12 [======>.......................] - ETA: 33s - loss: 0.7475 - categorical_accuracy: 0.6931 - mean_dice_coef: 0.3887 - weighted_mean_dice_coef: 0.2525 4/12 [=========>....................] - ETA: 30s - loss: 0.7321 - categorical_accuracy: 0.6925 - mean_dice_coef: 0.3993 - weighted_mean_dice_coef: 0.2679 5/12 [===========>..................] - ETA: 26s - loss: 0.7288 - categorical_accuracy: 0.6914 - mean_dice_coef: 0.4018 - weighted_mean_dice_coef: 0.2712 6/12 [==============>...............] - ETA: 22s - loss: 0.7324 - categorical_accuracy: 0.6918 - mean_dice_coef: 0.3997 - weighted_mean_dice_coef: 0.2676 7/12 [================>.............] - ETA: 18s - loss: 0.7297 - categorical_accuracy: 0.6938 - mean_dice_coef: 0.4021 - weighted_mean_dice_coef: 0.2703 8/12 [===================>..........] - ETA: 15s - loss: 0.7253 - categorical_accuracy: 0.6947 - mean_dice_coef: 0.4056 - weighted_mean_dice_coef: 0.2747 9/12 [=====================>........] - ETA: 11s - loss: 0.7289 - categorical_accuracy: 0.6963 - mean_dice_coef: 0.4036 - weighted_mean_dice_coef: 0.271110/12 [========================>.....] - ETA: 7s - loss: 0.7339 - categorical_accuracy: 0.6979 - mean_dice_coef: 0.4006 - weighted_mean_dice_coef: 0.2661 11/12 [==========================>...] - ETA: 3s - loss: 0.7381 - categorical_accuracy: 0.6999 - mean_dice_coef: 0.3983 - weighted_mean_dice_coef: 0.261912/12 [==============================] - ETA: 0s - loss: 0.7359 - categorical_accuracy: 0.7002 - mean_dice_coef: 0.4002 - weighted_mean_dice_coef: 0.264112/12 [==============================] - 47s 4s/step - loss: 0.7359 - categorical_accuracy: 0.7002 - mean_dice_coef: 0.4002 - weighted_mean_dice_coef: 0.2641 - val_loss: 0.9109 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3287 - val_weighted_mean_dice_coef: 0.0891 - lr: 0.0010
Epoch 14/60
1/12 [=>............................] - ETA: 41s - loss: 0.6693 - categorical_accuracy: 0.7093 - mean_dice_coef: 0.4501 - weighted_mean_dice_coef: 0.3307 2/12 [====>.........................] - ETA: 37s - loss: 0.6852 - categorical_accuracy: 0.7156 - mean_dice_coef: 0.4407 - weighted_mean_dice_coef: 0.3148 3/12 [======>.......................] - ETA: 33s - loss: 0.6911 - categorical_accuracy: 0.7134 - mean_dice_coef: 0.4368 - weighted_mean_dice_coef: 0.3089 4/12 [=========>....................] - ETA: 30s - loss: 0.6928 - categorical_accuracy: 0.7115 - mean_dice_coef: 0.4357 - weighted_mean_dice_coef: 0.3072 5/12 [===========>..................] - ETA: 26s - loss: 0.7085 - categorical_accuracy: 0.7139 - mean_dice_coef: 0.4256 - weighted_mean_dice_coef: 0.2915 6/12 [==============>...............] - ETA: 22s - loss: 0.7123 - categorical_accuracy: 0.7129 - mean_dice_coef: 0.4232 - weighted_mean_dice_coef: 0.2877 7/12 [================>.............] - ETA: 18s - loss: 0.7200 - categorical_accuracy: 0.7142 - mean_dice_coef: 0.4184 - weighted_mean_dice_coef: 0.2800 8/12 [===================>..........] - ETA: 15s - loss: 0.7180 - categorical_accuracy: 0.7157 - mean_dice_coef: 0.4202 - weighted_mean_dice_coef: 0.2820 9/12 [=====================>........] - ETA: 11s - loss: 0.7127 - categorical_accuracy: 0.7167 - mean_dice_coef: 0.4243 - weighted_mean_dice_coef: 0.287310/12 [========================>.....] - ETA: 7s - loss: 0.7145 - categorical_accuracy: 0.7179 - mean_dice_coef: 0.4235 - weighted_mean_dice_coef: 0.2855 11/12 [==========================>...] - ETA: 3s - loss: 0.7146 - categorical_accuracy: 0.7183 - mean_dice_coef: 0.4238 - weighted_mean_dice_coef: 0.285412/12 [==============================] - ETA: 0s - loss: 0.7162 - categorical_accuracy: 0.7201 - mean_dice_coef: 0.4232 - weighted_mean_dice_coef: 0.283812/12 [==============================] - 47s 4s/step - loss: 0.7162 - categorical_accuracy: 0.7201 - mean_dice_coef: 0.4232 - weighted_mean_dice_coef: 0.2838 - val_loss: 0.9233 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3315 - val_weighted_mean_dice_coef: 0.0767 - lr: 0.0010
Epoch 15/60
1/12 [=>............................] - ETA: 41s - loss: 0.7094 - categorical_accuracy: 0.7271 - mean_dice_coef: 0.4327 - weighted_mean_dice_coef: 0.2906 2/12 [====>.........................] - ETA: 37s - loss: 0.7132 - categorical_accuracy: 0.7266 - mean_dice_coef: 0.4302 - weighted_mean_dice_coef: 0.2868 3/12 [======>.......................] - ETA: 33s - loss: 0.6966 - categorical_accuracy: 0.7292 - mean_dice_coef: 0.4420 - weighted_mean_dice_coef: 0.3034 4/12 [=========>....................] - ETA: 30s - loss: 0.7104 - categorical_accuracy: 0.7347 - mean_dice_coef: 0.4335 - weighted_mean_dice_coef: 0.2896 5/12 [===========>..................] - ETA: 26s - loss: 0.7061 - categorical_accuracy: 0.7355 - mean_dice_coef: 0.4369 - weighted_mean_dice_coef: 0.2939 6/12 [==============>...............] - ETA: 22s - loss: 0.7079 - categorical_accuracy: 0.7361 - mean_dice_coef: 0.4361 - weighted_mean_dice_coef: 0.2921 7/12 [================>.............] - ETA: 18s - loss: 0.7099 - categorical_accuracy: 0.7377 - mean_dice_coef: 0.4352 - weighted_mean_dice_coef: 0.2901 8/12 [===================>..........] - ETA: 14s - loss: 0.7057 - categorical_accuracy: 0.7361 - mean_dice_coef: 0.4382 - weighted_mean_dice_coef: 0.2943 9/12 [=====================>........] - ETA: 11s - loss: 0.7023 - categorical_accuracy: 0.7356 - mean_dice_coef: 0.4406 - weighted_mean_dice_coef: 0.297710/12 [========================>.....] - ETA: 7s - loss: 0.6991 - categorical_accuracy: 0.7367 - mean_dice_coef: 0.4433 - weighted_mean_dice_coef: 0.3009 11/12 [==========================>...] - ETA: 3s - loss: 0.7029 - categorical_accuracy: 0.7379 - mean_dice_coef: 0.4411 - weighted_mean_dice_coef: 0.297112/12 [==============================] - ETA: 0s - loss: 0.6970 - categorical_accuracy: 0.7381 - mean_dice_coef: 0.4454 - weighted_mean_dice_coef: 0.303012/12 [==============================] - 47s 4s/step - loss: 0.6970 - categorical_accuracy: 0.7381 - mean_dice_coef: 0.4454 - weighted_mean_dice_coef: 0.3030 - val_loss: 0.9370 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3292 - val_weighted_mean_dice_coef: 0.0630 - lr: 0.0010
Epoch 16/60
1/12 [=>............................] - ETA: 41s - loss: 0.6590 - categorical_accuracy: 0.7581 - mean_dice_coef: 0.4776 - weighted_mean_dice_coef: 0.3410 2/12 [====>.........................] - ETA: 37s - loss: 0.6799 - categorical_accuracy: 0.7567 - mean_dice_coef: 0.4635 - weighted_mean_dice_coef: 0.3201 3/12 [======>.......................] - ETA: 33s - loss: 0.6738 - categorical_accuracy: 0.7528 - mean_dice_coef: 0.4672 - weighted_mean_dice_coef: 0.3262 4/12 [=========>....................] - ETA: 29s - loss: 0.6782 - categorical_accuracy: 0.7511 - mean_dice_coef: 0.4643 - weighted_mean_dice_coef: 0.3218 5/12 [===========>..................] - ETA: 26s - loss: 0.6664 - categorical_accuracy: 0.7510 - mean_dice_coef: 0.4725 - weighted_mean_dice_coef: 0.3336 6/12 [==============>...............] - ETA: 22s - loss: 0.6684 - categorical_accuracy: 0.7516 - mean_dice_coef: 0.4716 - weighted_mean_dice_coef: 0.3316 7/12 [================>.............] - ETA: 18s - loss: 0.6763 - categorical_accuracy: 0.7535 - mean_dice_coef: 0.4667 - weighted_mean_dice_coef: 0.3237 8/12 [===================>..........] - ETA: 14s - loss: 0.6823 - categorical_accuracy: 0.7559 - mean_dice_coef: 0.4631 - weighted_mean_dice_coef: 0.3177 9/12 [=====================>........] - ETA: 11s - loss: 0.6794 - categorical_accuracy: 0.7556 - mean_dice_coef: 0.4652 - weighted_mean_dice_coef: 0.320610/12 [========================>.....] - ETA: 7s - loss: 0.6776 - categorical_accuracy: 0.7566 - mean_dice_coef: 0.4668 - weighted_mean_dice_coef: 0.3224 11/12 [==========================>...] - ETA: 3s - loss: 0.6789 - categorical_accuracy: 0.7583 - mean_dice_coef: 0.4665 - weighted_mean_dice_coef: 0.321112/12 [==============================] - ETA: 0s - loss: 0.6744 - categorical_accuracy: 0.7587 - mean_dice_coef: 0.4698 - weighted_mean_dice_coef: 0.325612/12 [==============================] - 47s 4s/step - loss: 0.6744 - categorical_accuracy: 0.7587 - mean_dice_coef: 0.4698 - weighted_mean_dice_coef: 0.3256 - val_loss: 0.9492 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3249 - val_weighted_mean_dice_coef: 0.0508 - lr: 0.0010
Epoch 17/60
1/12 [=>............................] - ETA: 41s - loss: 0.6747 - categorical_accuracy: 0.7568 - mean_dice_coef: 0.4728 - weighted_mean_dice_coef: 0.3253 2/12 [====>.........................] - ETA: 37s - loss: 0.6936 - categorical_accuracy: 0.7690 - mean_dice_coef: 0.4618 - weighted_mean_dice_coef: 0.3064 3/12 [======>.......................] - ETA: 33s - loss: 0.6908 - categorical_accuracy: 0.7733 - mean_dice_coef: 0.4644 - weighted_mean_dice_coef: 0.3092 4/12 [=========>....................] - ETA: 29s - loss: 0.6947 - categorical_accuracy: 0.7747 - mean_dice_coef: 0.4622 - weighted_mean_dice_coef: 0.3053 5/12 [===========>..................] - ETA: 26s - loss: 0.6869 - categorical_accuracy: 0.7740 - mean_dice_coef: 0.4677 - weighted_mean_dice_coef: 0.3131 6/12 [==============>...............] - ETA: 22s - loss: 0.6839 - categorical_accuracy: 0.7747 - mean_dice_coef: 0.4701 - weighted_mean_dice_coef: 0.3161 7/12 [================>.............] - ETA: 18s - loss: 0.6729 - categorical_accuracy: 0.7753 - mean_dice_coef: 0.4778 - weighted_mean_dice_coef: 0.3271 8/12 [===================>..........] - ETA: 14s - loss: 0.6682 - categorical_accuracy: 0.7740 - mean_dice_coef: 0.4809 - weighted_mean_dice_coef: 0.3318 9/12 [=====================>........] - ETA: 11s - loss: 0.6653 - categorical_accuracy: 0.7746 - mean_dice_coef: 0.4832 - weighted_mean_dice_coef: 0.334710/12 [========================>.....] - ETA: 7s - loss: 0.6577 - categorical_accuracy: 0.7745 - mean_dice_coef: 0.4885 - weighted_mean_dice_coef: 0.3423 11/12 [==========================>...] - ETA: 3s - loss: 0.6553 - categorical_accuracy: 0.7748 - mean_dice_coef: 0.4904 - weighted_mean_dice_coef: 0.344712/12 [==============================] - ETA: 0s - loss: 0.6522 - categorical_accuracy: 0.7763 - mean_dice_coef: 0.4929 - weighted_mean_dice_coef: 0.347812/12 [==============================] - 47s 4s/step - loss: 0.6522 - categorical_accuracy: 0.7763 - mean_dice_coef: 0.4929 - weighted_mean_dice_coef: 0.3478 - val_loss: 0.9577 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3212 - val_weighted_mean_dice_coef: 0.0423 - lr: 0.0010
Epoch 18/60
1/12 [=>............................] - ETA: 41s - loss: 0.6565 - categorical_accuracy: 0.7915 - mean_dice_coef: 0.4953 - weighted_mean_dice_coef: 0.3435 2/12 [====>.........................] - ETA: 37s - loss: 0.6334 - categorical_accuracy: 0.7959 - mean_dice_coef: 0.5116 - weighted_mean_dice_coef: 0.3666 3/12 [======>.......................] - ETA: 33s - loss: 0.6189 - categorical_accuracy: 0.7964 - mean_dice_coef: 0.5215 - weighted_mean_dice_coef: 0.3811 4/12 [=========>....................] - ETA: 29s - loss: 0.6233 - categorical_accuracy: 0.7946 - mean_dice_coef: 0.5185 - weighted_mean_dice_coef: 0.3767 5/12 [===========>..................] - ETA: 26s - loss: 0.6352 - categorical_accuracy: 0.7970 - mean_dice_coef: 0.5109 - weighted_mean_dice_coef: 0.3648 6/12 [==============>...............] - ETA: 22s - loss: 0.6239 - categorical_accuracy: 0.7970 - mean_dice_coef: 0.5187 - weighted_mean_dice_coef: 0.3761 7/12 [================>.............] - ETA: 18s - loss: 0.6264 - categorical_accuracy: 0.7971 - mean_dice_coef: 0.5172 - weighted_mean_dice_coef: 0.3736 8/12 [===================>..........] - ETA: 14s - loss: 0.6324 - categorical_accuracy: 0.7991 - mean_dice_coef: 0.5136 - weighted_mean_dice_coef: 0.3676 9/12 [=====================>........] - ETA: 11s - loss: 0.6340 - categorical_accuracy: 0.8005 - mean_dice_coef: 0.5129 - weighted_mean_dice_coef: 0.366010/12 [========================>.....] - ETA: 7s - loss: 0.6316 - categorical_accuracy: 0.7996 - mean_dice_coef: 0.5146 - weighted_mean_dice_coef: 0.3684 11/12 [==========================>...] - ETA: 3s - loss: 0.6302 - categorical_accuracy: 0.8000 - mean_dice_coef: 0.5157 - weighted_mean_dice_coef: 0.369812/12 [==============================] - ETA: 0s - loss: 0.6280 - categorical_accuracy: 0.7997 - mean_dice_coef: 0.5174 - weighted_mean_dice_coef: 0.3720
Epoch 18: ReduceLROnPlateau reducing learning rate to 0.0005000000237487257.
12/12 [==============================] - 47s 4s/step - loss: 0.6280 - categorical_accuracy: 0.7997 - mean_dice_coef: 0.5174 - weighted_mean_dice_coef: 0.3720 - val_loss: 0.9627 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3188 - val_weighted_mean_dice_coef: 0.0373 - lr: 0.0010
Epoch 19/60
1/12 [=>............................] - ETA: 41s - loss: 0.5995 - categorical_accuracy: 0.7972 - mean_dice_coef: 0.5382 - weighted_mean_dice_coef: 0.4005 2/12 [====>.........................] - ETA: 37s - loss: 0.6302 - categorical_accuracy: 0.8066 - mean_dice_coef: 0.5192 - weighted_mean_dice_coef: 0.3698 3/12 [======>.......................] - ETA: 33s - loss: 0.6198 - categorical_accuracy: 0.8049 - mean_dice_coef: 0.5260 - weighted_mean_dice_coef: 0.3802 4/12 [=========>....................] - ETA: 29s - loss: 0.6018 - categorical_accuracy: 0.8057 - mean_dice_coef: 0.5383 - weighted_mean_dice_coef: 0.3982 5/12 [===========>..................] - ETA: 26s - loss: 0.6041 - categorical_accuracy: 0.8061 - mean_dice_coef: 0.5371 - weighted_mean_dice_coef: 0.3959 6/12 [==============>...............] - ETA: 22s - loss: 0.5979 - categorical_accuracy: 0.8080 - mean_dice_coef: 0.5416 - weighted_mean_dice_coef: 0.4021 7/12 [================>.............] - ETA: 18s - loss: 0.6003 - categorical_accuracy: 0.8088 - mean_dice_coef: 0.5402 - weighted_mean_dice_coef: 0.3997 8/12 [===================>..........] - ETA: 14s - loss: 0.5982 - categorical_accuracy: 0.8112 - mean_dice_coef: 0.5420 - weighted_mean_dice_coef: 0.4018 9/12 [=====================>........] - ETA: 11s - loss: 0.6043 - categorical_accuracy: 0.8140 - mean_dice_coef: 0.5384 - weighted_mean_dice_coef: 0.395710/12 [========================>.....] - ETA: 7s - loss: 0.6057 - categorical_accuracy: 0.8151 - mean_dice_coef: 0.5378 - weighted_mean_dice_coef: 0.3943 11/12 [==========================>...] - ETA: 3s - loss: 0.6054 - categorical_accuracy: 0.8160 - mean_dice_coef: 0.5381 - weighted_mean_dice_coef: 0.394612/12 [==============================] - ETA: 0s - loss: 0.6071 - categorical_accuracy: 0.8176 - mean_dice_coef: 0.5373 - weighted_mean_dice_coef: 0.392912/12 [==============================] - 47s 4s/step - loss: 0.6071 - categorical_accuracy: 0.8176 - mean_dice_coef: 0.5373 - weighted_mean_dice_coef: 0.3929 - val_loss: 0.9630 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3186 - val_weighted_mean_dice_coef: 0.0370 - lr: 5.0000e-04
Epoch 20/60
1/12 [=>............................] - ETA: 41s - loss: 0.6469 - categorical_accuracy: 0.8364 - mean_dice_coef: 0.5144 - weighted_mean_dice_coef: 0.3531 2/12 [====>.........................] - ETA: 37s - loss: 0.6125 - categorical_accuracy: 0.8314 - mean_dice_coef: 0.5369 - weighted_mean_dice_coef: 0.3875 3/12 [======>.......................] - ETA: 33s - loss: 0.6136 - categorical_accuracy: 0.8280 - mean_dice_coef: 0.5359 - weighted_mean_dice_coef: 0.3864 4/12 [=========>....................] - ETA: 29s - loss: 0.5987 - categorical_accuracy: 0.8266 - mean_dice_coef: 0.5458 - weighted_mean_dice_coef: 0.4013 5/12 [===========>..................] - ETA: 26s - loss: 0.5964 - categorical_accuracy: 0.8266 - mean_dice_coef: 0.5474 - weighted_mean_dice_coef: 0.4036 6/12 [==============>...............] - ETA: 22s - loss: 0.5998 - categorical_accuracy: 0.8282 - mean_dice_coef: 0.5454 - weighted_mean_dice_coef: 0.4002 7/12 [================>.............] - ETA: 18s - loss: 0.5995 - categorical_accuracy: 0.8266 - mean_dice_coef: 0.5455 - weighted_mean_dice_coef: 0.4005 8/12 [===================>..........] - ETA: 14s - loss: 0.5977 - categorical_accuracy: 0.8251 - mean_dice_coef: 0.5465 - weighted_mean_dice_coef: 0.4023 9/12 [=====================>........] - ETA: 11s - loss: 0.5985 - categorical_accuracy: 0.8247 - mean_dice_coef: 0.5460 - weighted_mean_dice_coef: 0.401510/12 [========================>.....] - ETA: 7s - loss: 0.5968 - categorical_accuracy: 0.8243 - mean_dice_coef: 0.5471 - weighted_mean_dice_coef: 0.4032 11/12 [==========================>...] - ETA: 3s - loss: 0.5909 - categorical_accuracy: 0.8243 - mean_dice_coef: 0.5511 - weighted_mean_dice_coef: 0.409112/12 [==============================] - ETA: 0s - loss: 0.5946 - categorical_accuracy: 0.8256 - mean_dice_coef: 0.5489 - weighted_mean_dice_coef: 0.405412/12 [==============================] - 47s 4s/step - loss: 0.5946 - categorical_accuracy: 0.8256 - mean_dice_coef: 0.5489 - weighted_mean_dice_coef: 0.4054 - val_loss: 0.9635 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3184 - val_weighted_mean_dice_coef: 0.0365 - lr: 5.0000e-04
Epoch 21/60
1/12 [=>............................] - ETA: 41s - loss: 0.5857 - categorical_accuracy: 0.8288 - mean_dice_coef: 0.5568 - weighted_mean_dice_coef: 0.4143 2/12 [====>.........................] - ETA: 37s - loss: 0.5667 - categorical_accuracy: 0.8312 - mean_dice_coef: 0.5695 - weighted_mean_dice_coef: 0.4333 3/12 [======>.......................] - ETA: 33s - loss: 0.5650 - categorical_accuracy: 0.8344 - mean_dice_coef: 0.5712 - weighted_mean_dice_coef: 0.4350 4/12 [=========>....................] - ETA: 29s - loss: 0.5729 - categorical_accuracy: 0.8354 - mean_dice_coef: 0.5662 - weighted_mean_dice_coef: 0.4271 5/12 [===========>..................] - ETA: 26s - loss: 0.5842 - categorical_accuracy: 0.8377 - mean_dice_coef: 0.5590 - weighted_mean_dice_coef: 0.4158 6/12 [==============>...............] - ETA: 22s - loss: 0.5876 - categorical_accuracy: 0.8400 - mean_dice_coef: 0.5570 - weighted_mean_dice_coef: 0.4124 7/12 [================>.............] - ETA: 18s - loss: 0.5846 - categorical_accuracy: 0.8388 - mean_dice_coef: 0.5589 - weighted_mean_dice_coef: 0.4154 8/12 [===================>..........] - ETA: 14s - loss: 0.5837 - categorical_accuracy: 0.8372 - mean_dice_coef: 0.5593 - weighted_mean_dice_coef: 0.4163 9/12 [=====================>........] - ETA: 11s - loss: 0.5845 - categorical_accuracy: 0.8367 - mean_dice_coef: 0.5588 - weighted_mean_dice_coef: 0.415510/12 [========================>.....] - ETA: 7s - loss: 0.5885 - categorical_accuracy: 0.8385 - mean_dice_coef: 0.5564 - weighted_mean_dice_coef: 0.4115 11/12 [==========================>...] - ETA: 3s - loss: 0.5821 - categorical_accuracy: 0.8381 - mean_dice_coef: 0.5607 - weighted_mean_dice_coef: 0.417912/12 [==============================] - ETA: 0s - loss: 0.5815 - categorical_accuracy: 0.8386 - mean_dice_coef: 0.5612 - weighted_mean_dice_coef: 0.418512/12 [==============================] - 47s 4s/step - loss: 0.5815 - categorical_accuracy: 0.8386 - mean_dice_coef: 0.5612 - weighted_mean_dice_coef: 0.4185 - val_loss: 0.9634 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3185 - val_weighted_mean_dice_coef: 0.0366 - lr: 5.0000e-04
Epoch 22/60
1/12 [=>............................] - ETA: 41s - loss: 0.5177 - categorical_accuracy: 0.8352 - mean_dice_coef: 0.6042 - weighted_mean_dice_coef: 0.4823 2/12 [====>.........................] - ETA: 37s - loss: 0.5681 - categorical_accuracy: 0.8463 - mean_dice_coef: 0.5722 - weighted_mean_dice_coef: 0.4319 3/12 [======>.......................] - ETA: 33s - loss: 0.5681 - categorical_accuracy: 0.8420 - mean_dice_coef: 0.5715 - weighted_mean_dice_coef: 0.4319 4/12 [=========>....................] - ETA: 29s - loss: 0.5724 - categorical_accuracy: 0.8437 - mean_dice_coef: 0.5691 - weighted_mean_dice_coef: 0.4276 5/12 [===========>..................] - ETA: 26s - loss: 0.5720 - categorical_accuracy: 0.8448 - mean_dice_coef: 0.5695 - weighted_mean_dice_coef: 0.4280 6/12 [==============>...............] - ETA: 22s - loss: 0.5700 - categorical_accuracy: 0.8440 - mean_dice_coef: 0.5708 - weighted_mean_dice_coef: 0.4300 7/12 [================>.............] - ETA: 18s - loss: 0.5639 - categorical_accuracy: 0.8447 - mean_dice_coef: 0.5750 - weighted_mean_dice_coef: 0.4361 8/12 [===================>..........] - ETA: 14s - loss: 0.5623 - categorical_accuracy: 0.8460 - mean_dice_coef: 0.5763 - weighted_mean_dice_coef: 0.4377 9/12 [=====================>........] - ETA: 11s - loss: 0.5654 - categorical_accuracy: 0.8482 - mean_dice_coef: 0.5746 - weighted_mean_dice_coef: 0.434610/12 [========================>.....] - ETA: 7s - loss: 0.5657 - categorical_accuracy: 0.8480 - mean_dice_coef: 0.5745 - weighted_mean_dice_coef: 0.4343 11/12 [==========================>...] - ETA: 3s - loss: 0.5699 - categorical_accuracy: 0.8492 - mean_dice_coef: 0.5719 - weighted_mean_dice_coef: 0.430112/12 [==============================] - ETA: 0s - loss: 0.5701 - categorical_accuracy: 0.8494 - mean_dice_coef: 0.5719 - weighted_mean_dice_coef: 0.429912/12 [==============================] - 47s 4s/step - loss: 0.5701 - categorical_accuracy: 0.8494 - mean_dice_coef: 0.5719 - weighted_mean_dice_coef: 0.4299 - val_loss: 0.9628 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3188 - val_weighted_mean_dice_coef: 0.0372 - lr: 5.0000e-04
Epoch 23/60
1/12 [=>............................] - ETA: 41s - loss: 0.5626 - categorical_accuracy: 0.8412 - mean_dice_coef: 0.5759 - weighted_mean_dice_coef: 0.4374 2/12 [====>.........................] - ETA: 37s - loss: 0.5330 - categorical_accuracy: 0.8436 - mean_dice_coef: 0.5965 - weighted_mean_dice_coef: 0.4670 3/12 [======>.......................] - ETA: 33s - loss: 0.5295 - categorical_accuracy: 0.8461 - mean_dice_coef: 0.5993 - weighted_mean_dice_coef: 0.4705 4/12 [=========>....................] - ETA: 29s - loss: 0.5399 - categorical_accuracy: 0.8490 - mean_dice_coef: 0.5930 - weighted_mean_dice_coef: 0.4601 5/12 [===========>..................] - ETA: 26s - loss: 0.5430 - categorical_accuracy: 0.8503 - mean_dice_coef: 0.5911 - weighted_mean_dice_coef: 0.4570 6/12 [==============>...............] - ETA: 22s - loss: 0.5472 - categorical_accuracy: 0.8501 - mean_dice_coef: 0.5884 - weighted_mean_dice_coef: 0.4528 7/12 [================>.............] - ETA: 18s - loss: 0.5459 - categorical_accuracy: 0.8515 - mean_dice_coef: 0.5896 - weighted_mean_dice_coef: 0.4541 8/12 [===================>..........] - ETA: 14s - loss: 0.5463 - categorical_accuracy: 0.8511 - mean_dice_coef: 0.5893 - weighted_mean_dice_coef: 0.4537 9/12 [=====================>........] - ETA: 11s - loss: 0.5523 - categorical_accuracy: 0.8531 - mean_dice_coef: 0.5856 - weighted_mean_dice_coef: 0.447710/12 [========================>.....] - ETA: 7s - loss: 0.5524 - categorical_accuracy: 0.8535 - mean_dice_coef: 0.5857 - weighted_mean_dice_coef: 0.4476 11/12 [==========================>...] - ETA: 3s - loss: 0.5544 - categorical_accuracy: 0.8557 - mean_dice_coef: 0.5847 - weighted_mean_dice_coef: 0.445612/12 [==============================] - ETA: 0s - loss: 0.5577 - categorical_accuracy: 0.8578 - mean_dice_coef: 0.5829 - weighted_mean_dice_coef: 0.442312/12 [==============================] - 47s 4s/step - loss: 0.5577 - categorical_accuracy: 0.8578 - mean_dice_coef: 0.5829 - weighted_mean_dice_coef: 0.4423 - val_loss: 0.9627 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3189 - val_weighted_mean_dice_coef: 0.0373 - lr: 5.0000e-04
Epoch 24/60
1/12 [=>............................] - ETA: 41s - loss: 0.5618 - categorical_accuracy: 0.8701 - mean_dice_coef: 0.5831 - weighted_mean_dice_coef: 0.4382 2/12 [====>.........................] - ETA: 37s - loss: 0.5576 - categorical_accuracy: 0.8672 - mean_dice_coef: 0.5853 - weighted_mean_dice_coef: 0.4424 3/12 [======>.......................] - ETA: 33s - loss: 0.5515 - categorical_accuracy: 0.8639 - mean_dice_coef: 0.5888 - weighted_mean_dice_coef: 0.4485 4/12 [=========>....................] - ETA: 29s - loss: 0.5512 - categorical_accuracy: 0.8648 - mean_dice_coef: 0.5890 - weighted_mean_dice_coef: 0.4488 5/12 [===========>..................] - ETA: 26s - loss: 0.5520 - categorical_accuracy: 0.8618 - mean_dice_coef: 0.5880 - weighted_mean_dice_coef: 0.4480 6/12 [==============>...............] - ETA: 22s - loss: 0.5448 - categorical_accuracy: 0.8621 - mean_dice_coef: 0.5930 - weighted_mean_dice_coef: 0.4552 7/12 [================>.............] - ETA: 18s - loss: 0.5452 - categorical_accuracy: 0.8619 - mean_dice_coef: 0.5928 - weighted_mean_dice_coef: 0.4548 8/12 [===================>..........] - ETA: 14s - loss: 0.5503 - categorical_accuracy: 0.8642 - mean_dice_coef: 0.5898 - weighted_mean_dice_coef: 0.4497 9/12 [=====================>........] - ETA: 11s - loss: 0.5470 - categorical_accuracy: 0.8649 - mean_dice_coef: 0.5922 - weighted_mean_dice_coef: 0.453010/12 [========================>.....] - ETA: 7s - loss: 0.5482 - categorical_accuracy: 0.8667 - mean_dice_coef: 0.5917 - weighted_mean_dice_coef: 0.4518 11/12 [==========================>...] - ETA: 3s - loss: 0.5428 - categorical_accuracy: 0.8660 - mean_dice_coef: 0.5953 - weighted_mean_dice_coef: 0.457212/12 [==============================] - ETA: 0s - loss: 0.5460 - categorical_accuracy: 0.8674 - mean_dice_coef: 0.5934 - weighted_mean_dice_coef: 0.454012/12 [==============================] - 47s 4s/step - loss: 0.5460 - categorical_accuracy: 0.8674 - mean_dice_coef: 0.5934 - weighted_mean_dice_coef: 0.4540 - val_loss: 0.9623 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3190 - val_weighted_mean_dice_coef: 0.0377 - lr: 5.0000e-04
Epoch 25/60
1/12 [=>............................] - ETA: 41s - loss: 0.5366 - categorical_accuracy: 0.8708 - mean_dice_coef: 0.6015 - weighted_mean_dice_coef: 0.4634 2/12 [====>.........................] - ETA: 37s - loss: 0.5413 - categorical_accuracy: 0.8641 - mean_dice_coef: 0.5967 - weighted_mean_dice_coef: 0.4587 3/12 [======>.......................] - ETA: 33s - loss: 0.5345 - categorical_accuracy: 0.8674 - mean_dice_coef: 0.6019 - weighted_mean_dice_coef: 0.4655 4/12 [=========>....................] - ETA: 29s - loss: 0.5370 - categorical_accuracy: 0.8701 - mean_dice_coef: 0.6008 - weighted_mean_dice_coef: 0.4630 5/12 [===========>..................] - ETA: 26s - loss: 0.5452 - categorical_accuracy: 0.8728 - mean_dice_coef: 0.5957 - weighted_mean_dice_coef: 0.4548 6/12 [==============>...............] - ETA: 22s - loss: 0.5442 - categorical_accuracy: 0.8727 - mean_dice_coef: 0.5964 - weighted_mean_dice_coef: 0.4558 7/12 [================>.............] - ETA: 18s - loss: 0.5431 - categorical_accuracy: 0.8730 - mean_dice_coef: 0.5972 - weighted_mean_dice_coef: 0.4569 8/12 [===================>..........] - ETA: 14s - loss: 0.5463 - categorical_accuracy: 0.8754 - mean_dice_coef: 0.5955 - weighted_mean_dice_coef: 0.4537 9/12 [=====================>........] - ETA: 11s - loss: 0.5469 - categorical_accuracy: 0.8768 - mean_dice_coef: 0.5953 - weighted_mean_dice_coef: 0.453110/12 [========================>.....] - ETA: 7s - loss: 0.5446 - categorical_accuracy: 0.8759 - mean_dice_coef: 0.5967 - weighted_mean_dice_coef: 0.4554 11/12 [==========================>...] - ETA: 3s - loss: 0.5387 - categorical_accuracy: 0.8749 - mean_dice_coef: 0.6006 - weighted_mean_dice_coef: 0.461312/12 [==============================] - ETA: 0s - loss: 0.5351 - categorical_accuracy: 0.8747 - mean_dice_coef: 0.6030 - weighted_mean_dice_coef: 0.464912/12 [==============================] - 47s 4s/step - loss: 0.5351 - categorical_accuracy: 0.8747 - mean_dice_coef: 0.6030 - weighted_mean_dice_coef: 0.4649 - val_loss: 0.9623 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3191 - val_weighted_mean_dice_coef: 0.0377 - lr: 5.0000e-04
Epoch 26/60
1/12 [=>............................] - ETA: 41s - loss: 0.5320 - categorical_accuracy: 0.8806 - mean_dice_coef: 0.6066 - weighted_mean_dice_coef: 0.4680 2/12 [====>.........................] - ETA: 37s - loss: 0.5256 - categorical_accuracy: 0.8759 - mean_dice_coef: 0.6101 - weighted_mean_dice_coef: 0.4744 3/12 [======>.......................] - ETA: 33s - loss: 0.5292 - categorical_accuracy: 0.8801 - mean_dice_coef: 0.6085 - weighted_mean_dice_coef: 0.4708 4/12 [=========>....................] - ETA: 29s - loss: 0.5338 - categorical_accuracy: 0.8841 - mean_dice_coef: 0.6060 - weighted_mean_dice_coef: 0.4662 5/12 [===========>..................] - ETA: 26s - loss: 0.5312 - categorical_accuracy: 0.8843 - mean_dice_coef: 0.6078 - weighted_mean_dice_coef: 0.4688 6/12 [==============>...............] - ETA: 22s - loss: 0.5239 - categorical_accuracy: 0.8834 - mean_dice_coef: 0.6126 - weighted_mean_dice_coef: 0.4761 7/12 [================>.............] - ETA: 18s - loss: 0.5210 - categorical_accuracy: 0.8834 - mean_dice_coef: 0.6146 - weighted_mean_dice_coef: 0.4790 8/12 [===================>..........] - ETA: 14s - loss: 0.5156 - categorical_accuracy: 0.8814 - mean_dice_coef: 0.6179 - weighted_mean_dice_coef: 0.4844 9/12 [=====================>........] - ETA: 11s - loss: 0.5214 - categorical_accuracy: 0.8823 - mean_dice_coef: 0.6142 - weighted_mean_dice_coef: 0.478610/12 [========================>.....] - ETA: 7s - loss: 0.5251 - categorical_accuracy: 0.8839 - mean_dice_coef: 0.6121 - weighted_mean_dice_coef: 0.4749 11/12 [==========================>...] - ETA: 3s - loss: 0.5248 - categorical_accuracy: 0.8824 - mean_dice_coef: 0.6120 - weighted_mean_dice_coef: 0.475212/12 [==============================] - ETA: 0s - loss: 0.5246 - categorical_accuracy: 0.8822 - mean_dice_coef: 0.6122 - weighted_mean_dice_coef: 0.475412/12 [==============================] - 47s 4s/step - loss: 0.5246 - categorical_accuracy: 0.8822 - mean_dice_coef: 0.6122 - weighted_mean_dice_coef: 0.4754 - val_loss: 0.9627 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3189 - val_weighted_mean_dice_coef: 0.0373 - lr: 5.0000e-04
Epoch 27/60
1/12 [=>............................] - ETA: 41s - loss: 0.5507 - categorical_accuracy: 0.8993 - mean_dice_coef: 0.5983 - weighted_mean_dice_coef: 0.4493 2/12 [====>.........................] - ETA: 37s - loss: 0.5170 - categorical_accuracy: 0.8892 - mean_dice_coef: 0.6191 - weighted_mean_dice_coef: 0.4830 3/12 [======>.......................] - ETA: 33s - loss: 0.5013 - categorical_accuracy: 0.8837 - mean_dice_coef: 0.6287 - weighted_mean_dice_coef: 0.4987 4/12 [=========>....................] - ETA: 30s - loss: 0.5050 - categorical_accuracy: 0.8839 - mean_dice_coef: 0.6264 - weighted_mean_dice_coef: 0.4950 5/12 [===========>..................] - ETA: 26s - loss: 0.5087 - categorical_accuracy: 0.8811 - mean_dice_coef: 0.6234 - weighted_mean_dice_coef: 0.4913 6/12 [==============>...............] - ETA: 22s - loss: 0.5165 - categorical_accuracy: 0.8839 - mean_dice_coef: 0.6187 - weighted_mean_dice_coef: 0.4835 7/12 [================>.............] - ETA: 18s - loss: 0.5179 - categorical_accuracy: 0.8864 - mean_dice_coef: 0.6182 - weighted_mean_dice_coef: 0.4821 8/12 [===================>..........] - ETA: 14s - loss: 0.5152 - categorical_accuracy: 0.8862 - mean_dice_coef: 0.6200 - weighted_mean_dice_coef: 0.4848 9/12 [=====================>........] - ETA: 11s - loss: 0.5150 - categorical_accuracy: 0.8862 - mean_dice_coef: 0.6202 - weighted_mean_dice_coef: 0.485010/12 [========================>.....] - ETA: 7s - loss: 0.5154 - categorical_accuracy: 0.8869 - mean_dice_coef: 0.6201 - weighted_mean_dice_coef: 0.4846 11/12 [==========================>...] - ETA: 3s - loss: 0.5149 - categorical_accuracy: 0.8870 - mean_dice_coef: 0.6204 - weighted_mean_dice_coef: 0.485112/12 [==============================] - ETA: 0s - loss: 0.5138 - categorical_accuracy: 0.8864 - mean_dice_coef: 0.6211 - weighted_mean_dice_coef: 0.486212/12 [==============================] - 47s 4s/step - loss: 0.5138 - categorical_accuracy: 0.8864 - mean_dice_coef: 0.6211 - weighted_mean_dice_coef: 0.4862 - val_loss: 0.9631 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3187 - val_weighted_mean_dice_coef: 0.0369 - lr: 5.0000e-04
Epoch 28/60
1/12 [=>............................] - ETA: 41s - loss: 0.5207 - categorical_accuracy: 0.8728 - mean_dice_coef: 0.6141 - weighted_mean_dice_coef: 0.4793 2/12 [====>.........................] - ETA: 37s - loss: 0.5151 - categorical_accuracy: 0.8858 - mean_dice_coef: 0.6206 - weighted_mean_dice_coef: 0.4849 3/12 [======>.......................] - ETA: 33s - loss: 0.5110 - categorical_accuracy: 0.8888 - mean_dice_coef: 0.6240 - weighted_mean_dice_coef: 0.4890 4/12 [=========>....................] - ETA: 29s - loss: 0.5127 - categorical_accuracy: 0.8935 - mean_dice_coef: 0.6236 - weighted_mean_dice_coef: 0.4873 5/12 [===========>..................] - ETA: 26s - loss: 0.5074 - categorical_accuracy: 0.8937 - mean_dice_coef: 0.6272 - weighted_mean_dice_coef: 0.4926 6/12 [==============>...............] - ETA: 22s - loss: 0.5064 - categorical_accuracy: 0.8936 - mean_dice_coef: 0.6279 - weighted_mean_dice_coef: 0.4936 7/12 [================>.............] - ETA: 18s - loss: 0.4996 - categorical_accuracy: 0.8917 - mean_dice_coef: 0.6322 - weighted_mean_dice_coef: 0.5004 8/12 [===================>..........] - ETA: 14s - loss: 0.5006 - categorical_accuracy: 0.8921 - mean_dice_coef: 0.6315 - weighted_mean_dice_coef: 0.4994 9/12 [=====================>........] - ETA: 11s - loss: 0.5038 - categorical_accuracy: 0.8944 - mean_dice_coef: 0.6298 - weighted_mean_dice_coef: 0.496210/12 [========================>.....] - ETA: 7s - loss: 0.5002 - categorical_accuracy: 0.8938 - mean_dice_coef: 0.6321 - weighted_mean_dice_coef: 0.4998 11/12 [==========================>...] - ETA: 3s - loss: 0.5005 - categorical_accuracy: 0.8927 - mean_dice_coef: 0.6317 - weighted_mean_dice_coef: 0.499512/12 [==============================] - ETA: 0s - loss: 0.5037 - categorical_accuracy: 0.8937 - mean_dice_coef: 0.6298 - weighted_mean_dice_coef: 0.4963
Epoch 28: ReduceLROnPlateau reducing learning rate to 0.0002500000118743628.
12/12 [==============================] - 47s 4s/step - loss: 0.5037 - categorical_accuracy: 0.8937 - mean_dice_coef: 0.6298 - weighted_mean_dice_coef: 0.4963 - val_loss: 0.9640 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3183 - val_weighted_mean_dice_coef: 0.0360 - lr: 5.0000e-04
Epoch 29/60
1/12 [=>............................] - ETA: 41s - loss: 0.5381 - categorical_accuracy: 0.9042 - mean_dice_coef: 0.6090 - weighted_mean_dice_coef: 0.4619 2/12 [====>.........................] - ETA: 37s - loss: 0.5262 - categorical_accuracy: 0.8904 - mean_dice_coef: 0.6144 - weighted_mean_dice_coef: 0.4738 3/12 [======>.......................] - ETA: 33s - loss: 0.5177 - categorical_accuracy: 0.8876 - mean_dice_coef: 0.6197 - weighted_mean_dice_coef: 0.4823 4/12 [=========>....................] - ETA: 29s - loss: 0.5139 - categorical_accuracy: 0.8909 - mean_dice_coef: 0.6230 - weighted_mean_dice_coef: 0.4861 5/12 [===========>..................] - ETA: 26s - loss: 0.5105 - categorical_accuracy: 0.8920 - mean_dice_coef: 0.6255 - weighted_mean_dice_coef: 0.4895 6/12 [==============>...............] - ETA: 22s - loss: 0.5080 - categorical_accuracy: 0.8923 - mean_dice_coef: 0.6273 - weighted_mean_dice_coef: 0.4920 7/12 [================>.............] - ETA: 18s - loss: 0.5068 - categorical_accuracy: 0.8927 - mean_dice_coef: 0.6282 - weighted_mean_dice_coef: 0.4932 8/12 [===================>..........] - ETA: 14s - loss: 0.5039 - categorical_accuracy: 0.8930 - mean_dice_coef: 0.6302 - weighted_mean_dice_coef: 0.4961 9/12 [=====================>........] - ETA: 11s - loss: 0.5042 - categorical_accuracy: 0.8949 - mean_dice_coef: 0.6303 - weighted_mean_dice_coef: 0.495810/12 [========================>.....] - ETA: 7s - loss: 0.5060 - categorical_accuracy: 0.8971 - mean_dice_coef: 0.6295 - weighted_mean_dice_coef: 0.4940 11/12 [==========================>...] - ETA: 3s - loss: 0.5025 - categorical_accuracy: 0.8962 - mean_dice_coef: 0.6317 - weighted_mean_dice_coef: 0.497512/12 [==============================] - ETA: 0s - loss: 0.4987 - categorical_accuracy: 0.8948 - mean_dice_coef: 0.6340 - weighted_mean_dice_coef: 0.501312/12 [==============================] - 47s 4s/step - loss: 0.4987 - categorical_accuracy: 0.8948 - mean_dice_coef: 0.6340 - weighted_mean_dice_coef: 0.5013 - val_loss: 0.9635 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3185 - val_weighted_mean_dice_coef: 0.0365 - lr: 2.5000e-04
Epoch 30/60
1/12 [=>............................] - ETA: 41s - loss: 0.4897 - categorical_accuracy: 0.8956 - mean_dice_coef: 0.6409 - weighted_mean_dice_coef: 0.5103 2/12 [====>.........................] - ETA: 37s - loss: 0.4915 - categorical_accuracy: 0.9001 - mean_dice_coef: 0.6405 - weighted_mean_dice_coef: 0.5085 3/12 [======>.......................] - ETA: 33s - loss: 0.4827 - categorical_accuracy: 0.8961 - mean_dice_coef: 0.6455 - weighted_mean_dice_coef: 0.5173 4/12 [=========>....................] - ETA: 29s - loss: 0.4850 - categorical_accuracy: 0.8934 - mean_dice_coef: 0.6434 - weighted_mean_dice_coef: 0.5150 5/12 [===========>..................] - ETA: 26s - loss: 0.4777 - categorical_accuracy: 0.8914 - mean_dice_coef: 0.6480 - weighted_mean_dice_coef: 0.5223 6/12 [==============>...............] - ETA: 22s - loss: 0.4858 - categorical_accuracy: 0.8945 - mean_dice_coef: 0.6430 - weighted_mean_dice_coef: 0.5142 7/12 [================>.............] - ETA: 18s - loss: 0.4840 - categorical_accuracy: 0.8947 - mean_dice_coef: 0.6443 - weighted_mean_dice_coef: 0.5160 8/12 [===================>..........] - ETA: 14s - loss: 0.4845 - categorical_accuracy: 0.8956 - mean_dice_coef: 0.6441 - weighted_mean_dice_coef: 0.5155 9/12 [=====================>........] - ETA: 11s - loss: 0.4868 - categorical_accuracy: 0.8939 - mean_dice_coef: 0.6422 - weighted_mean_dice_coef: 0.513210/12 [========================>.....] - ETA: 7s - loss: 0.4896 - categorical_accuracy: 0.8961 - mean_dice_coef: 0.6408 - weighted_mean_dice_coef: 0.5104 11/12 [==========================>...] - ETA: 3s - loss: 0.4910 - categorical_accuracy: 0.8976 - mean_dice_coef: 0.6401 - weighted_mean_dice_coef: 0.509012/12 [==============================] - ETA: 0s - loss: 0.4909 - categorical_accuracy: 0.8976 - mean_dice_coef: 0.6401 - weighted_mean_dice_coef: 0.509112/12 [==============================] - 47s 4s/step - loss: 0.4909 - categorical_accuracy: 0.8976 - mean_dice_coef: 0.6401 - weighted_mean_dice_coef: 0.5091 - val_loss: 0.9633 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3187 - val_weighted_mean_dice_coef: 0.0367 - lr: 2.5000e-04
Epoch 31/60
1/12 [=>............................] - ETA: 41s - loss: 0.4898 - categorical_accuracy: 0.8876 - mean_dice_coef: 0.6391 - weighted_mean_dice_coef: 0.5102 2/12 [====>.........................] - ETA: 37s - loss: 0.4886 - categorical_accuracy: 0.8921 - mean_dice_coef: 0.6410 - weighted_mean_dice_coef: 0.5114 3/12 [======>.......................] - ETA: 33s - loss: 0.4881 - categorical_accuracy: 0.8946 - mean_dice_coef: 0.6418 - weighted_mean_dice_coef: 0.5119 4/12 [=========>....................] - ETA: 29s - loss: 0.4980 - categorical_accuracy: 0.8989 - mean_dice_coef: 0.6357 - weighted_mean_dice_coef: 0.5020 5/12 [===========>..................] - ETA: 26s - loss: 0.5011 - categorical_accuracy: 0.9027 - mean_dice_coef: 0.6344 - weighted_mean_dice_coef: 0.4989 6/12 [==============>...............] - ETA: 22s - loss: 0.5010 - categorical_accuracy: 0.9044 - mean_dice_coef: 0.6347 - weighted_mean_dice_coef: 0.4990 7/12 [================>.............] - ETA: 18s - loss: 0.4988 - categorical_accuracy: 0.9038 - mean_dice_coef: 0.6361 - weighted_mean_dice_coef: 0.5012 8/12 [===================>..........] - ETA: 14s - loss: 0.4978 - categorical_accuracy: 0.9041 - mean_dice_coef: 0.6368 - weighted_mean_dice_coef: 0.5022 9/12 [=====================>........] - ETA: 11s - loss: 0.4931 - categorical_accuracy: 0.9028 - mean_dice_coef: 0.6397 - weighted_mean_dice_coef: 0.506910/12 [========================>.....] - ETA: 7s - loss: 0.4887 - categorical_accuracy: 0.9010 - mean_dice_coef: 0.6424 - weighted_mean_dice_coef: 0.5113 11/12 [==========================>...] - ETA: 3s - loss: 0.4874 - categorical_accuracy: 0.9006 - mean_dice_coef: 0.6432 - weighted_mean_dice_coef: 0.512612/12 [==============================] - ETA: 0s - loss: 0.4886 - categorical_accuracy: 0.8991 - mean_dice_coef: 0.6422 - weighted_mean_dice_coef: 0.511412/12 [==============================] - 47s 4s/step - loss: 0.4886 - categorical_accuracy: 0.8991 - mean_dice_coef: 0.6422 - weighted_mean_dice_coef: 0.5114 - val_loss: 0.9634 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3186 - val_weighted_mean_dice_coef: 0.0366 - lr: 2.5000e-04
Epoch 32/60
1/12 [=>............................] - ETA: 41s - loss: 0.4883 - categorical_accuracy: 0.9075 - mean_dice_coef: 0.6444 - weighted_mean_dice_coef: 0.5117 2/12 [====>.........................] - ETA: 37s - loss: 0.4798 - categorical_accuracy: 0.9021 - mean_dice_coef: 0.6491 - weighted_mean_dice_coef: 0.5202 3/12 [======>.......................] - ETA: 33s - loss: 0.4853 - categorical_accuracy: 0.9063 - mean_dice_coef: 0.6460 - weighted_mean_dice_coef: 0.5147 4/12 [=========>....................] - ETA: 29s - loss: 0.4893 - categorical_accuracy: 0.9100 - mean_dice_coef: 0.6440 - weighted_mean_dice_coef: 0.5107 5/12 [===========>..................] - ETA: 26s - loss: 0.4923 - categorical_accuracy: 0.9041 - mean_dice_coef: 0.6408 - weighted_mean_dice_coef: 0.5077 6/12 [==============>...............] - ETA: 22s - loss: 0.4915 - categorical_accuracy: 0.9015 - mean_dice_coef: 0.6409 - weighted_mean_dice_coef: 0.5085 7/12 [================>.............] - ETA: 18s - loss: 0.4948 - categorical_accuracy: 0.9033 - mean_dice_coef: 0.6390 - weighted_mean_dice_coef: 0.5052 8/12 [===================>..........] - ETA: 14s - loss: 0.4929 - categorical_accuracy: 0.9029 - mean_dice_coef: 0.6402 - weighted_mean_dice_coef: 0.5071 9/12 [=====================>........] - ETA: 11s - loss: 0.4887 - categorical_accuracy: 0.9017 - mean_dice_coef: 0.6429 - weighted_mean_dice_coef: 0.511310/12 [========================>.....] - ETA: 7s - loss: 0.4887 - categorical_accuracy: 0.9014 - mean_dice_coef: 0.6428 - weighted_mean_dice_coef: 0.5113 11/12 [==========================>...] - ETA: 3s - loss: 0.4873 - categorical_accuracy: 0.9019 - mean_dice_coef: 0.6438 - weighted_mean_dice_coef: 0.512712/12 [==============================] - ETA: 0s - loss: 0.4834 - categorical_accuracy: 0.9006 - mean_dice_coef: 0.6462 - weighted_mean_dice_coef: 0.516612/12 [==============================] - 47s 4s/step - loss: 0.4834 - categorical_accuracy: 0.9006 - mean_dice_coef: 0.6462 - weighted_mean_dice_coef: 0.5166 - val_loss: 0.9638 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3184 - val_weighted_mean_dice_coef: 0.0362 - lr: 2.5000e-04
Epoch 33/60
1/12 [=>............................] - ETA: 41s - loss: 0.4953 - categorical_accuracy: 0.8849 - mean_dice_coef: 0.6353 - weighted_mean_dice_coef: 0.5047 2/12 [====>.........................] - ETA: 37s - loss: 0.5048 - categorical_accuracy: 0.8999 - mean_dice_coef: 0.6317 - weighted_mean_dice_coef: 0.4952 3/12 [======>.......................] - ETA: 33s - loss: 0.4823 - categorical_accuracy: 0.8962 - mean_dice_coef: 0.6462 - weighted_mean_dice_coef: 0.5177 4/12 [=========>....................] - ETA: 29s - loss: 0.4756 - categorical_accuracy: 0.8954 - mean_dice_coef: 0.6506 - weighted_mean_dice_coef: 0.5244 5/12 [===========>..................] - ETA: 26s - loss: 0.4760 - categorical_accuracy: 0.8975 - mean_dice_coef: 0.6507 - weighted_mean_dice_coef: 0.5240 6/12 [==============>...............] - ETA: 22s - loss: 0.4767 - categorical_accuracy: 0.8982 - mean_dice_coef: 0.6504 - weighted_mean_dice_coef: 0.5233 7/12 [================>.............] - ETA: 18s - loss: 0.4758 - categorical_accuracy: 0.8982 - mean_dice_coef: 0.6510 - weighted_mean_dice_coef: 0.5242 8/12 [===================>..........] - ETA: 14s - loss: 0.4754 - categorical_accuracy: 0.8986 - mean_dice_coef: 0.6515 - weighted_mean_dice_coef: 0.5246 9/12 [=====================>........] - ETA: 11s - loss: 0.4784 - categorical_accuracy: 0.9010 - mean_dice_coef: 0.6499 - weighted_mean_dice_coef: 0.521610/12 [========================>.....] - ETA: 7s - loss: 0.4784 - categorical_accuracy: 0.9000 - mean_dice_coef: 0.6497 - weighted_mean_dice_coef: 0.5216 11/12 [==========================>...] - ETA: 3s - loss: 0.4786 - categorical_accuracy: 0.9016 - mean_dice_coef: 0.6499 - weighted_mean_dice_coef: 0.521412/12 [==============================] - ETA: 0s - loss: 0.4786 - categorical_accuracy: 0.9023 - mean_dice_coef: 0.6501 - weighted_mean_dice_coef: 0.521412/12 [==============================] - 47s 4s/step - loss: 0.4786 - categorical_accuracy: 0.9023 - mean_dice_coef: 0.6501 - weighted_mean_dice_coef: 0.5214 - val_loss: 0.9638 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3184 - val_weighted_mean_dice_coef: 0.0362 - lr: 2.5000e-04
Epoch 34/60
1/12 [=>............................] - ETA: 41s - loss: 0.4486 - categorical_accuracy: 0.8948 - mean_dice_coef: 0.6689 - weighted_mean_dice_coef: 0.5514 2/12 [====>.........................] - ETA: 37s - loss: 0.4778 - categorical_accuracy: 0.9055 - mean_dice_coef: 0.6512 - weighted_mean_dice_coef: 0.5222 3/12 [======>.......................] - ETA: 33s - loss: 0.4771 - categorical_accuracy: 0.9014 - mean_dice_coef: 0.6510 - weighted_mean_dice_coef: 0.5229 4/12 [=========>....................] - ETA: 29s - loss: 0.4763 - categorical_accuracy: 0.9020 - mean_dice_coef: 0.6517 - weighted_mean_dice_coef: 0.5237 5/12 [===========>..................] - ETA: 26s - loss: 0.4796 - categorical_accuracy: 0.8986 - mean_dice_coef: 0.6488 - weighted_mean_dice_coef: 0.5204 6/12 [==============>...............] - ETA: 22s - loss: 0.4808 - categorical_accuracy: 0.9017 - mean_dice_coef: 0.6486 - weighted_mean_dice_coef: 0.5192 7/12 [================>.............] - ETA: 18s - loss: 0.4743 - categorical_accuracy: 0.8997 - mean_dice_coef: 0.6526 - weighted_mean_dice_coef: 0.5257 8/12 [===================>..........] - ETA: 14s - loss: 0.4748 - categorical_accuracy: 0.9011 - mean_dice_coef: 0.6526 - weighted_mean_dice_coef: 0.5252 9/12 [=====================>........] - ETA: 11s - loss: 0.4730 - categorical_accuracy: 0.9012 - mean_dice_coef: 0.6539 - weighted_mean_dice_coef: 0.527010/12 [========================>.....] - ETA: 7s - loss: 0.4728 - categorical_accuracy: 0.9015 - mean_dice_coef: 0.6540 - weighted_mean_dice_coef: 0.5272 11/12 [==========================>...] - ETA: 3s - loss: 0.4731 - categorical_accuracy: 0.9015 - mean_dice_coef: 0.6538 - weighted_mean_dice_coef: 0.526912/12 [==============================] - ETA: 0s - loss: 0.4749 - categorical_accuracy: 0.9033 - mean_dice_coef: 0.6529 - weighted_mean_dice_coef: 0.525112/12 [==============================] - 47s 4s/step - loss: 0.4749 - categorical_accuracy: 0.9033 - mean_dice_coef: 0.6529 - weighted_mean_dice_coef: 0.5251 - val_loss: 0.9635 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3187 - val_weighted_mean_dice_coef: 0.0365 - lr: 2.5000e-04
Epoch 35/60
1/12 [=>............................] - ETA: 41s - loss: 0.4453 - categorical_accuracy: 0.8944 - mean_dice_coef: 0.6714 - weighted_mean_dice_coef: 0.5547 2/12 [====>.........................] - ETA: 37s - loss: 0.4433 - categorical_accuracy: 0.8897 - mean_dice_coef: 0.6718 - weighted_mean_dice_coef: 0.5567 3/12 [======>.......................] - ETA: 33s - loss: 0.4556 - categorical_accuracy: 0.8989 - mean_dice_coef: 0.6653 - weighted_mean_dice_coef: 0.5444 4/12 [=========>....................] - ETA: 29s - loss: 0.4609 - categorical_accuracy: 0.8970 - mean_dice_coef: 0.6613 - weighted_mean_dice_coef: 0.5391 5/12 [===========>..................] - ETA: 26s - loss: 0.4625 - categorical_accuracy: 0.8985 - mean_dice_coef: 0.6606 - weighted_mean_dice_coef: 0.5375 6/12 [==============>...............] - ETA: 22s - loss: 0.4672 - categorical_accuracy: 0.9027 - mean_dice_coef: 0.6583 - weighted_mean_dice_coef: 0.5328 7/12 [================>.............] - ETA: 18s - loss: 0.4729 - categorical_accuracy: 0.9048 - mean_dice_coef: 0.6548 - weighted_mean_dice_coef: 0.5271 8/12 [===================>..........] - ETA: 14s - loss: 0.4727 - categorical_accuracy: 0.9049 - mean_dice_coef: 0.6549 - weighted_mean_dice_coef: 0.5273 9/12 [=====================>........] - ETA: 11s - loss: 0.4719 - categorical_accuracy: 0.9055 - mean_dice_coef: 0.6556 - weighted_mean_dice_coef: 0.528110/12 [========================>.....] - ETA: 7s - loss: 0.4737 - categorical_accuracy: 0.9037 - mean_dice_coef: 0.6540 - weighted_mean_dice_coef: 0.5263 11/12 [==========================>...] - ETA: 3s - loss: 0.4734 - categorical_accuracy: 0.9047 - mean_dice_coef: 0.6545 - weighted_mean_dice_coef: 0.526612/12 [==============================] - ETA: 0s - loss: 0.4724 - categorical_accuracy: 0.9044 - mean_dice_coef: 0.6551 - weighted_mean_dice_coef: 0.527612/12 [==============================] - 47s 4s/step - loss: 0.4724 - categorical_accuracy: 0.9044 - mean_dice_coef: 0.6551 - weighted_mean_dice_coef: 0.5276 - val_loss: 0.9627 - val_categorical_accuracy: 0.8904 - val_mean_dice_coef: 0.3193 - val_weighted_mean_dice_coef: 0.0373 - lr: 2.5000e-04
Epoch 36/60
1/12 [=>............................] - ETA: 41s - loss: 0.4684 - categorical_accuracy: 0.9055 - mean_dice_coef: 0.6577 - weighted_mean_dice_coef: 0.5316 2/12 [====>.........................] - ETA: 37s - loss: 0.4695 - categorical_accuracy: 0.9094 - mean_dice_coef: 0.6581 - weighted_mean_dice_coef: 0.5305 3/12 [======>.......................] - ETA: 33s - loss: 0.4685 - categorical_accuracy: 0.9081 - mean_dice_coef: 0.6586 - weighted_mean_dice_coef: 0.5315 4/12 [=========>....................] - ETA: 29s - loss: 0.4661 - categorical_accuracy: 0.9088 - mean_dice_coef: 0.6604 - weighted_mean_dice_coef: 0.5339 5/12 [===========>..................] - ETA: 26s - loss: 0.4678 - categorical_accuracy: 0.9111 - mean_dice_coef: 0.6596 - weighted_mean_dice_coef: 0.5322 6/12 [==============>...............] - ETA: 22s - loss: 0.4642 - categorical_accuracy: 0.9085 - mean_dice_coef: 0.6616 - weighted_mean_dice_coef: 0.5358 7/12 [================>.............] - ETA: 18s - loss: 0.4651 - categorical_accuracy: 0.9067 - mean_dice_coef: 0.6606 - weighted_mean_dice_coef: 0.5349 8/12 [===================>..........] - ETA: 14s - loss: 0.4643 - categorical_accuracy: 0.9062 - mean_dice_coef: 0.6611 - weighted_mean_dice_coef: 0.5357 9/12 [=====================>........] - ETA: 11s - loss: 0.4675 - categorical_accuracy: 0.9041 - mean_dice_coef: 0.6585 - weighted_mean_dice_coef: 0.532510/12 [========================>.....] - ETA: 7s - loss: 0.4693 - categorical_accuracy: 0.9065 - mean_dice_coef: 0.6577 - weighted_mean_dice_coef: 0.5307 11/12 [==========================>...] - ETA: 3s - loss: 0.4662 - categorical_accuracy: 0.9050 - mean_dice_coef: 0.6595 - weighted_mean_dice_coef: 0.533812/12 [==============================] - ETA: 0s - loss: 0.4687 - categorical_accuracy: 0.9062 - mean_dice_coef: 0.6581 - weighted_mean_dice_coef: 0.531312/12 [==============================] - 47s 4s/step - loss: 0.4687 - categorical_accuracy: 0.9062 - mean_dice_coef: 0.6581 - weighted_mean_dice_coef: 0.5313 - val_loss: 0.9601 - val_categorical_accuracy: 0.8905 - val_mean_dice_coef: 0.3211 - val_weighted_mean_dice_coef: 0.0399 - lr: 2.5000e-04
Epoch 37/60
1/12 [=>............................] - ETA: 41s - loss: 0.4863 - categorical_accuracy: 0.9255 - mean_dice_coef: 0.6501 - weighted_mean_dice_coef: 0.5137 2/12 [====>.........................] - ETA: 37s - loss: 0.4798 - categorical_accuracy: 0.9147 - mean_dice_coef: 0.6522 - weighted_mean_dice_coef: 0.5202 3/12 [======>.......................] - ETA: 33s - loss: 0.4693 - categorical_accuracy: 0.9081 - mean_dice_coef: 0.6580 - weighted_mean_dice_coef: 0.5307 4/12 [=========>....................] - ETA: 29s - loss: 0.4658 - categorical_accuracy: 0.9082 - mean_dice_coef: 0.6606 - weighted_mean_dice_coef: 0.5342 5/12 [===========>..................] - ETA: 26s - loss: 0.4634 - categorical_accuracy: 0.9090 - mean_dice_coef: 0.6624 - weighted_mean_dice_coef: 0.5366 6/12 [==============>...............] - ETA: 22s - loss: 0.4643 - categorical_accuracy: 0.9111 - mean_dice_coef: 0.6621 - weighted_mean_dice_coef: 0.5357 7/12 [================>.............] - ETA: 18s - loss: 0.4591 - categorical_accuracy: 0.9082 - mean_dice_coef: 0.6652 - weighted_mean_dice_coef: 0.5409 8/12 [===================>..........] - ETA: 14s - loss: 0.4610 - categorical_accuracy: 0.9065 - mean_dice_coef: 0.6635 - weighted_mean_dice_coef: 0.5390 9/12 [=====================>........] - ETA: 11s - loss: 0.4633 - categorical_accuracy: 0.9046 - mean_dice_coef: 0.6616 - weighted_mean_dice_coef: 0.536710/12 [========================>.....] - ETA: 7s - loss: 0.4630 - categorical_accuracy: 0.9058 - mean_dice_coef: 0.6621 - weighted_mean_dice_coef: 0.5370 11/12 [==========================>...] - ETA: 3s - loss: 0.4656 - categorical_accuracy: 0.9073 - mean_dice_coef: 0.6606 - weighted_mean_dice_coef: 0.534412/12 [==============================] - ETA: 0s - loss: 0.4642 - categorical_accuracy: 0.9071 - mean_dice_coef: 0.6615 - weighted_mean_dice_coef: 0.535812/12 [==============================] - 47s 4s/step - loss: 0.4642 - categorical_accuracy: 0.9071 - mean_dice_coef: 0.6615 - weighted_mean_dice_coef: 0.5358 - val_loss: 0.9580 - val_categorical_accuracy: 0.8907 - val_mean_dice_coef: 0.3226 - val_weighted_mean_dice_coef: 0.0420 - lr: 2.5000e-04
Epoch 38/60
1/12 [=>............................] - ETA: 41s - loss: 0.4828 - categorical_accuracy: 0.8899 - mean_dice_coef: 0.6456 - weighted_mean_dice_coef: 0.5172 2/12 [====>.........................] - ETA: 37s - loss: 0.4602 - categorical_accuracy: 0.8942 - mean_dice_coef: 0.6617 - weighted_mean_dice_coef: 0.5398 3/12 [======>.......................] - ETA: 33s - loss: 0.4493 - categorical_accuracy: 0.8933 - mean_dice_coef: 0.6689 - weighted_mean_dice_coef: 0.5507 4/12 [=========>....................] - ETA: 29s - loss: 0.4518 - categorical_accuracy: 0.8966 - mean_dice_coef: 0.6680 - weighted_mean_dice_coef: 0.5482 5/12 [===========>..................] - ETA: 26s - loss: 0.4555 - categorical_accuracy: 0.9013 - mean_dice_coef: 0.6664 - weighted_mean_dice_coef: 0.5445 6/12 [==============>...............] - ETA: 22s - loss: 0.4565 - categorical_accuracy: 0.9036 - mean_dice_coef: 0.6663 - weighted_mean_dice_coef: 0.5435 7/12 [================>.............] - ETA: 18s - loss: 0.4596 - categorical_accuracy: 0.9070 - mean_dice_coef: 0.6648 - weighted_mean_dice_coef: 0.5404 8/12 [===================>..........] - ETA: 14s - loss: 0.4591 - categorical_accuracy: 0.9075 - mean_dice_coef: 0.6652 - weighted_mean_dice_coef: 0.5409 9/12 [=====================>........] - ETA: 11s - loss: 0.4628 - categorical_accuracy: 0.9090 - mean_dice_coef: 0.6630 - weighted_mean_dice_coef: 0.537210/12 [========================>.....] - ETA: 7s - loss: 0.4618 - categorical_accuracy: 0.9085 - mean_dice_coef: 0.6636 - weighted_mean_dice_coef: 0.5382 11/12 [==========================>...] - ETA: 3s - loss: 0.4626 - categorical_accuracy: 0.9073 - mean_dice_coef: 0.6629 - weighted_mean_dice_coef: 0.537412/12 [==============================] - ETA: 0s - loss: 0.4634 - categorical_accuracy: 0.9072 - mean_dice_coef: 0.6623 - weighted_mean_dice_coef: 0.5366
Epoch 38: ReduceLROnPlateau reducing learning rate to 0.0001250000059371814.
12/12 [==============================] - 47s 4s/step - loss: 0.4634 - categorical_accuracy: 0.9072 - mean_dice_coef: 0.6623 - weighted_mean_dice_coef: 0.5366 - val_loss: 0.9521 - val_categorical_accuracy: 0.8909 - val_mean_dice_coef: 0.3266 - val_weighted_mean_dice_coef: 0.0479 - lr: 2.5000e-04
Epoch 39/60
1/12 [=>............................] - ETA: 41s - loss: 0.4780 - categorical_accuracy: 0.9286 - mean_dice_coef: 0.6565 - weighted_mean_dice_coef: 0.5220 2/12 [====>.........................] - ETA: 37s - loss: 0.4726 - categorical_accuracy: 0.9126 - mean_dice_coef: 0.6571 - weighted_mean_dice_coef: 0.5274 3/12 [======>.......................] - ETA: 33s - loss: 0.4753 - categorical_accuracy: 0.9057 - mean_dice_coef: 0.6539 - weighted_mean_dice_coef: 0.5247 4/12 [=========>....................] - ETA: 29s - loss: 0.4703 - categorical_accuracy: 0.9067 - mean_dice_coef: 0.6576 - weighted_mean_dice_coef: 0.5297 5/12 [===========>..................] - ETA: 26s - loss: 0.4618 - categorical_accuracy: 0.9039 - mean_dice_coef: 0.6628 - weighted_mean_dice_coef: 0.5382 6/12 [==============>...............] - ETA: 22s - loss: 0.4596 - categorical_accuracy: 0.9043 - mean_dice_coef: 0.6644 - weighted_mean_dice_coef: 0.5404 7/12 [================>.............] - ETA: 18s - loss: 0.4597 - categorical_accuracy: 0.9061 - mean_dice_coef: 0.6647 - weighted_mean_dice_coef: 0.5403 8/12 [===================>..........] - ETA: 14s - loss: 0.4565 - categorical_accuracy: 0.9053 - mean_dice_coef: 0.6667 - weighted_mean_dice_coef: 0.5435 9/12 [=====================>........] - ETA: 11s - loss: 0.4600 - categorical_accuracy: 0.9072 - mean_dice_coef: 0.6647 - weighted_mean_dice_coef: 0.540010/12 [========================>.....] - ETA: 7s - loss: 0.4604 - categorical_accuracy: 0.9088 - mean_dice_coef: 0.6647 - weighted_mean_dice_coef: 0.5396 11/12 [==========================>...] - ETA: 3s - loss: 0.4607 - categorical_accuracy: 0.9086 - mean_dice_coef: 0.6645 - weighted_mean_dice_coef: 0.539312/12 [==============================] - ETA: 0s - loss: 0.4597 - categorical_accuracy: 0.9090 - mean_dice_coef: 0.6652 - weighted_mean_dice_coef: 0.540312/12 [==============================] - 47s 4s/step - loss: 0.4597 - categorical_accuracy: 0.9090 - mean_dice_coef: 0.6652 - weighted_mean_dice_coef: 0.5403 - val_loss: 0.9459 - val_categorical_accuracy: 0.8912 - val_mean_dice_coef: 0.3308 - val_weighted_mean_dice_coef: 0.0541 - lr: 1.2500e-04
Epoch 40/60
1/12 [=>............................] - ETA: 41s - loss: 0.4473 - categorical_accuracy: 0.9057 - mean_dice_coef: 0.6731 - weighted_mean_dice_coef: 0.5527 2/12 [====>.........................] - ETA: 37s - loss: 0.4637 - categorical_accuracy: 0.8980 - mean_dice_coef: 0.6604 - weighted_mean_dice_coef: 0.5363 3/12 [======>.......................] - ETA: 33s - loss: 0.4635 - categorical_accuracy: 0.8974 - mean_dice_coef: 0.6605 - weighted_mean_dice_coef: 0.5365 4/12 [=========>....................] - ETA: 29s - loss: 0.4655 - categorical_accuracy: 0.9053 - mean_dice_coef: 0.6606 - weighted_mean_dice_coef: 0.5345 5/12 [===========>..................] - ETA: 26s - loss: 0.4578 - categorical_accuracy: 0.9025 - mean_dice_coef: 0.6653 - weighted_mean_dice_coef: 0.5422 6/12 [==============>...............] - ETA: 22s - loss: 0.4585 - categorical_accuracy: 0.9059 - mean_dice_coef: 0.6655 - weighted_mean_dice_coef: 0.5415 7/12 [================>.............] - ETA: 18s - loss: 0.4569 - categorical_accuracy: 0.9071 - mean_dice_coef: 0.6668 - weighted_mean_dice_coef: 0.5431 8/12 [===================>..........] - ETA: 14s - loss: 0.4570 - categorical_accuracy: 0.9083 - mean_dice_coef: 0.6670 - weighted_mean_dice_coef: 0.5430 9/12 [=====================>........] - ETA: 11s - loss: 0.4545 - categorical_accuracy: 0.9072 - mean_dice_coef: 0.6684 - weighted_mean_dice_coef: 0.545510/12 [========================>.....] - ETA: 7s - loss: 0.4552 - categorical_accuracy: 0.9072 - mean_dice_coef: 0.6680 - weighted_mean_dice_coef: 0.5448 11/12 [==========================>...] - ETA: 3s - loss: 0.4555 - categorical_accuracy: 0.9073 - mean_dice_coef: 0.6678 - weighted_mean_dice_coef: 0.544512/12 [==============================] - ETA: 0s - loss: 0.4580 - categorical_accuracy: 0.9087 - mean_dice_coef: 0.6664 - weighted_mean_dice_coef: 0.542012/12 [==============================] - 47s 4s/step - loss: 0.4580 - categorical_accuracy: 0.9087 - mean_dice_coef: 0.6664 - weighted_mean_dice_coef: 0.5420 - val_loss: 0.9313 - val_categorical_accuracy: 0.8918 - val_mean_dice_coef: 0.3408 - val_weighted_mean_dice_coef: 0.0687 - lr: 1.2500e-04
Epoch 41/60
1/12 [=>............................] - ETA: 41s - loss: 0.4440 - categorical_accuracy: 0.9164 - mean_dice_coef: 0.6774 - weighted_mean_dice_coef: 0.5560 2/12 [====>.........................] - ETA: 37s - loss: 0.4389 - categorical_accuracy: 0.9081 - mean_dice_coef: 0.6792 - weighted_mean_dice_coef: 0.5611 3/12 [======>.......................] - ETA: 33s - loss: 0.4448 - categorical_accuracy: 0.9113 - mean_dice_coef: 0.6760 - weighted_mean_dice_coef: 0.5552 4/12 [=========>....................] - ETA: 29s - loss: 0.4455 - categorical_accuracy: 0.9101 - mean_dice_coef: 0.6752 - weighted_mean_dice_coef: 0.5545 5/12 [===========>..................] - ETA: 26s - loss: 0.4526 - categorical_accuracy: 0.9062 - mean_dice_coef: 0.6697 - weighted_mean_dice_coef: 0.5474 6/12 [==============>...............] - ETA: 22s - loss: 0.4484 - categorical_accuracy: 0.9039 - mean_dice_coef: 0.6720 - weighted_mean_dice_coef: 0.5516 7/12 [================>.............] - ETA: 18s - loss: 0.4511 - categorical_accuracy: 0.9043 - mean_dice_coef: 0.6702 - weighted_mean_dice_coef: 0.5489 8/12 [===================>..........] - ETA: 14s - loss: 0.4536 - categorical_accuracy: 0.9075 - mean_dice_coef: 0.6691 - weighted_mean_dice_coef: 0.5464 9/12 [=====================>........] - ETA: 11s - loss: 0.4543 - categorical_accuracy: 0.9092 - mean_dice_coef: 0.6690 - weighted_mean_dice_coef: 0.545710/12 [========================>.....] - ETA: 7s - loss: 0.4551 - categorical_accuracy: 0.9081 - mean_dice_coef: 0.6682 - weighted_mean_dice_coef: 0.5449 11/12 [==========================>...] - ETA: 3s - loss: 0.4576 - categorical_accuracy: 0.9095 - mean_dice_coef: 0.6668 - weighted_mean_dice_coef: 0.542412/12 [==============================] - ETA: 0s - loss: 0.4573 - categorical_accuracy: 0.9094 - mean_dice_coef: 0.6670 - weighted_mean_dice_coef: 0.542712/12 [==============================] - 47s 4s/step - loss: 0.4573 - categorical_accuracy: 0.9094 - mean_dice_coef: 0.6670 - weighted_mean_dice_coef: 0.5427 - val_loss: 0.9226 - val_categorical_accuracy: 0.8921 - val_mean_dice_coef: 0.3468 - val_weighted_mean_dice_coef: 0.0774 - lr: 1.2500e-04
Epoch 42/60
1/12 [=>............................] - ETA: 41s - loss: 0.4859 - categorical_accuracy: 0.8886 - mean_dice_coef: 0.6436 - weighted_mean_dice_coef: 0.5141 2/12 [====>.........................] - ETA: 37s - loss: 0.4719 - categorical_accuracy: 0.8934 - mean_dice_coef: 0.6541 - weighted_mean_dice_coef: 0.5281 3/12 [======>.......................] - ETA: 33s - loss: 0.4550 - categorical_accuracy: 0.8932 - mean_dice_coef: 0.6655 - weighted_mean_dice_coef: 0.5450 4/12 [=========>....................] - ETA: 29s - loss: 0.4531 - categorical_accuracy: 0.8976 - mean_dice_coef: 0.6678 - weighted_mean_dice_coef: 0.5469 5/12 [===========>..................] - ETA: 26s - loss: 0.4583 - categorical_accuracy: 0.9028 - mean_dice_coef: 0.6652 - weighted_mean_dice_coef: 0.5417 6/12 [==============>...............] - ETA: 22s - loss: 0.4588 - categorical_accuracy: 0.9061 - mean_dice_coef: 0.6655 - weighted_mean_dice_coef: 0.5412 7/12 [================>.............] - ETA: 18s - loss: 0.4551 - categorical_accuracy: 0.9051 - mean_dice_coef: 0.6678 - weighted_mean_dice_coef: 0.5449 8/12 [===================>..........] - ETA: 14s - loss: 0.4534 - categorical_accuracy: 0.9065 - mean_dice_coef: 0.6692 - weighted_mean_dice_coef: 0.5466 9/12 [=====================>........] - ETA: 11s - loss: 0.4527 - categorical_accuracy: 0.9064 - mean_dice_coef: 0.6697 - weighted_mean_dice_coef: 0.547310/12 [========================>.....] - ETA: 7s - loss: 0.4545 - categorical_accuracy: 0.9088 - mean_dice_coef: 0.6689 - weighted_mean_dice_coef: 0.5455 11/12 [==========================>...] - ETA: 3s - loss: 0.4543 - categorical_accuracy: 0.9097 - mean_dice_coef: 0.6693 - weighted_mean_dice_coef: 0.545712/12 [==============================] - ETA: 0s - loss: 0.4549 - categorical_accuracy: 0.9095 - mean_dice_coef: 0.6688 - weighted_mean_dice_coef: 0.545112/12 [==============================] - 47s 4s/step - loss: 0.4549 - categorical_accuracy: 0.9095 - mean_dice_coef: 0.6688 - weighted_mean_dice_coef: 0.5451 - val_loss: 0.9160 - val_categorical_accuracy: 0.8925 - val_mean_dice_coef: 0.3513 - val_weighted_mean_dice_coef: 0.0840 - lr: 1.2500e-04
Epoch 43/60
1/12 [=>............................] - ETA: 41s - loss: 0.4565 - categorical_accuracy: 0.8998 - mean_dice_coef: 0.6659 - weighted_mean_dice_coef: 0.5435 2/12 [====>.........................] - ETA: 37s - loss: 0.4589 - categorical_accuracy: 0.9044 - mean_dice_coef: 0.6649 - weighted_mean_dice_coef: 0.5411 3/12 [======>.......................] - ETA: 33s - loss: 0.4541 - categorical_accuracy: 0.9056 - mean_dice_coef: 0.6685 - weighted_mean_dice_coef: 0.5459 4/12 [=========>....................] - ETA: 29s - loss: 0.4530 - categorical_accuracy: 0.9093 - mean_dice_coef: 0.6701 - weighted_mean_dice_coef: 0.5470 5/12 [===========>..................] - ETA: 26s - loss: 0.4491 - categorical_accuracy: 0.9075 - mean_dice_coef: 0.6723 - weighted_mean_dice_coef: 0.5509 6/12 [==============>...............] - ETA: 22s - loss: 0.4490 - categorical_accuracy: 0.9081 - mean_dice_coef: 0.6726 - weighted_mean_dice_coef: 0.5510 7/12 [================>.............] - ETA: 18s - loss: 0.4529 - categorical_accuracy: 0.9107 - mean_dice_coef: 0.6704 - weighted_mean_dice_coef: 0.5471 8/12 [===================>..........] - ETA: 14s - loss: 0.4519 - categorical_accuracy: 0.9114 - mean_dice_coef: 0.6712 - weighted_mean_dice_coef: 0.5481 9/12 [=====================>........] - ETA: 11s - loss: 0.4551 - categorical_accuracy: 0.9091 - mean_dice_coef: 0.6686 - weighted_mean_dice_coef: 0.544910/12 [========================>.....] - ETA: 7s - loss: 0.4515 - categorical_accuracy: 0.9077 - mean_dice_coef: 0.6708 - weighted_mean_dice_coef: 0.5485 11/12 [==========================>...] - ETA: 3s - loss: 0.4518 - categorical_accuracy: 0.9093 - mean_dice_coef: 0.6709 - weighted_mean_dice_coef: 0.548212/12 [==============================] - ETA: 0s - loss: 0.4528 - categorical_accuracy: 0.9111 - mean_dice_coef: 0.6706 - weighted_mean_dice_coef: 0.547212/12 [==============================] - 47s 4s/step - loss: 0.4528 - categorical_accuracy: 0.9111 - mean_dice_coef: 0.6706 - weighted_mean_dice_coef: 0.5472 - val_loss: 0.8970 - val_categorical_accuracy: 0.8931 - val_mean_dice_coef: 0.3643 - val_weighted_mean_dice_coef: 0.1030 - lr: 1.2500e-04
Epoch 44/60
1/12 [=>............................] - ETA: 41s - loss: 0.4426 - categorical_accuracy: 0.9162 - mean_dice_coef: 0.6786 - weighted_mean_dice_coef: 0.5574 2/12 [====>.........................] - ETA: 37s - loss: 0.4535 - categorical_accuracy: 0.9234 - mean_dice_coef: 0.6726 - weighted_mean_dice_coef: 0.5465 3/12 [======>.......................] - ETA: 33s - loss: 0.4501 - categorical_accuracy: 0.9201 - mean_dice_coef: 0.6743 - weighted_mean_dice_coef: 0.5499 4/12 [=========>....................] - ETA: 29s - loss: 0.4434 - categorical_accuracy: 0.9135 - mean_dice_coef: 0.6775 - weighted_mean_dice_coef: 0.5566 5/12 [===========>..................] - ETA: 26s - loss: 0.4492 - categorical_accuracy: 0.9095 - mean_dice_coef: 0.6728 - weighted_mean_dice_coef: 0.5508 6/12 [==============>...............] - ETA: 22s - loss: 0.4454 - categorical_accuracy: 0.9083 - mean_dice_coef: 0.6751 - weighted_mean_dice_coef: 0.5546 7/12 [================>.............] - ETA: 18s - loss: 0.4501 - categorical_accuracy: 0.9108 - mean_dice_coef: 0.6724 - weighted_mean_dice_coef: 0.5499 8/12 [===================>..........] - ETA: 14s - loss: 0.4502 - categorical_accuracy: 0.9120 - mean_dice_coef: 0.6726 - weighted_mean_dice_coef: 0.5498 9/12 [=====================>........] - ETA: 11s - loss: 0.4513 - categorical_accuracy: 0.9118 - mean_dice_coef: 0.6718 - weighted_mean_dice_coef: 0.548710/12 [========================>.....] - ETA: 7s - loss: 0.4517 - categorical_accuracy: 0.9132 - mean_dice_coef: 0.6718 - weighted_mean_dice_coef: 0.5483 11/12 [==========================>...] - ETA: 3s - loss: 0.4523 - categorical_accuracy: 0.9120 - mean_dice_coef: 0.6711 - weighted_mean_dice_coef: 0.547712/12 [==============================] - ETA: 0s - loss: 0.4512 - categorical_accuracy: 0.9118 - mean_dice_coef: 0.6718 - weighted_mean_dice_coef: 0.548812/12 [==============================] - 47s 4s/step - loss: 0.4512 - categorical_accuracy: 0.9118 - mean_dice_coef: 0.6718 - weighted_mean_dice_coef: 0.5488 - val_loss: 0.8858 - val_categorical_accuracy: 0.8936 - val_mean_dice_coef: 0.3720 - val_weighted_mean_dice_coef: 0.1142 - lr: 1.2500e-04
Epoch 45/60
1/12 [=>............................] - ETA: 41s - loss: 0.4449 - categorical_accuracy: 0.9126 - mean_dice_coef: 0.6767 - weighted_mean_dice_coef: 0.5551 2/12 [====>.........................] - ETA: 37s - loss: 0.4453 - categorical_accuracy: 0.9139 - mean_dice_coef: 0.6764 - weighted_mean_dice_coef: 0.5547 3/12 [======>.......................] - ETA: 33s - loss: 0.4419 - categorical_accuracy: 0.9090 - mean_dice_coef: 0.6777 - weighted_mean_dice_coef: 0.5581 4/12 [=========>....................] - ETA: 29s - loss: 0.4443 - categorical_accuracy: 0.9114 - mean_dice_coef: 0.6766 - weighted_mean_dice_coef: 0.5557 5/12 [===========>..................] - ETA: 26s - loss: 0.4458 - categorical_accuracy: 0.9092 - mean_dice_coef: 0.6751 - weighted_mean_dice_coef: 0.5542 6/12 [==============>...............] - ETA: 22s - loss: 0.4475 - categorical_accuracy: 0.9121 - mean_dice_coef: 0.6746 - weighted_mean_dice_coef: 0.5525 7/12 [================>.............] - ETA: 18s - loss: 0.4495 - categorical_accuracy: 0.9149 - mean_dice_coef: 0.6737 - weighted_mean_dice_coef: 0.5505 8/12 [===================>..........] - ETA: 14s - loss: 0.4461 - categorical_accuracy: 0.9123 - mean_dice_coef: 0.6755 - weighted_mean_dice_coef: 0.5539 9/12 [=====================>........] - ETA: 11s - loss: 0.4495 - categorical_accuracy: 0.9137 - mean_dice_coef: 0.6735 - weighted_mean_dice_coef: 0.550510/12 [========================>.....] - ETA: 7s - loss: 0.4501 - categorical_accuracy: 0.9133 - mean_dice_coef: 0.6729 - weighted_mean_dice_coef: 0.5499 11/12 [==========================>...] - ETA: 3s - loss: 0.4526 - categorical_accuracy: 0.9114 - mean_dice_coef: 0.6709 - weighted_mean_dice_coef: 0.547412/12 [==============================] - ETA: 0s - loss: 0.4519 - categorical_accuracy: 0.9110 - mean_dice_coef: 0.6713 - weighted_mean_dice_coef: 0.548112/12 [==============================] - 47s 4s/step - loss: 0.4519 - categorical_accuracy: 0.9110 - mean_dice_coef: 0.6713 - weighted_mean_dice_coef: 0.5481 - val_loss: 0.8543 - val_categorical_accuracy: 0.8945 - val_mean_dice_coef: 0.3935 - val_weighted_mean_dice_coef: 0.1457 - lr: 1.2500e-04
Epoch 46/60
1/12 [=>............................] - ETA: 41s - loss: 0.4544 - categorical_accuracy: 0.9095 - mean_dice_coef: 0.6690 - weighted_mean_dice_coef: 0.5456 2/12 [====>.........................] - ETA: 37s - loss: 0.4413 - categorical_accuracy: 0.9049 - mean_dice_coef: 0.6771 - weighted_mean_dice_coef: 0.5587 3/12 [======>.......................] - ETA: 33s - loss: 0.4480 - categorical_accuracy: 0.9111 - mean_dice_coef: 0.6739 - weighted_mean_dice_coef: 0.5520 4/12 [=========>....................] - ETA: 29s - loss: 0.4407 - categorical_accuracy: 0.9069 - mean_dice_coef: 0.6780 - weighted_mean_dice_coef: 0.5593 5/12 [===========>..................] - ETA: 26s - loss: 0.4481 - categorical_accuracy: 0.9036 - mean_dice_coef: 0.6724 - weighted_mean_dice_coef: 0.5519 6/12 [==============>...............] - ETA: 22s - loss: 0.4506 - categorical_accuracy: 0.9081 - mean_dice_coef: 0.6716 - weighted_mean_dice_coef: 0.5494 7/12 [================>.............] - ETA: 18s - loss: 0.4508 - categorical_accuracy: 0.9095 - mean_dice_coef: 0.6718 - weighted_mean_dice_coef: 0.5492 8/12 [===================>..........] - ETA: 14s - loss: 0.4542 - categorical_accuracy: 0.9112 - mean_dice_coef: 0.6698 - weighted_mean_dice_coef: 0.5458 9/12 [=====================>........] - ETA: 11s - loss: 0.4524 - categorical_accuracy: 0.9107 - mean_dice_coef: 0.6710 - weighted_mean_dice_coef: 0.547610/12 [========================>.....] - ETA: 7s - loss: 0.4530 - categorical_accuracy: 0.9094 - mean_dice_coef: 0.6703 - weighted_mean_dice_coef: 0.5470 11/12 [==========================>...] - ETA: 3s - loss: 0.4519 - categorical_accuracy: 0.9100 - mean_dice_coef: 0.6712 - weighted_mean_dice_coef: 0.548112/12 [==============================] - ETA: 0s - loss: 0.4514 - categorical_accuracy: 0.9101 - mean_dice_coef: 0.6715 - weighted_mean_dice_coef: 0.548612/12 [==============================] - 47s 4s/step - loss: 0.4514 - categorical_accuracy: 0.9101 - mean_dice_coef: 0.6715 - weighted_mean_dice_coef: 0.5486 - val_loss: 0.8412 - val_categorical_accuracy: 0.8948 - val_mean_dice_coef: 0.4026 - val_weighted_mean_dice_coef: 0.1588 - lr: 1.2500e-04
Epoch 47/60
1/12 [=>............................] - ETA: 41s - loss: 0.4559 - categorical_accuracy: 0.8991 - mean_dice_coef: 0.6664 - weighted_mean_dice_coef: 0.5441 2/12 [====>.........................] - ETA: 37s - loss: 0.4571 - categorical_accuracy: 0.9153 - mean_dice_coef: 0.6688 - weighted_mean_dice_coef: 0.5429 3/12 [======>.......................] - ETA: 33s - loss: 0.4480 - categorical_accuracy: 0.9102 - mean_dice_coef: 0.6739 - weighted_mean_dice_coef: 0.5520 4/12 [=========>....................] - ETA: 29s - loss: 0.4460 - categorical_accuracy: 0.9096 - mean_dice_coef: 0.6751 - weighted_mean_dice_coef: 0.5540 5/12 [===========>..................] - ETA: 26s - loss: 0.4469 - categorical_accuracy: 0.9129 - mean_dice_coef: 0.6752 - weighted_mean_dice_coef: 0.5531 6/12 [==============>...............] - ETA: 22s - loss: 0.4517 - categorical_accuracy: 0.9094 - mean_dice_coef: 0.6712 - weighted_mean_dice_coef: 0.5483 7/12 [================>.............] - ETA: 18s - loss: 0.4497 - categorical_accuracy: 0.9106 - mean_dice_coef: 0.6729 - weighted_mean_dice_coef: 0.5503 8/12 [===================>..........] - ETA: 14s - loss: 0.4533 - categorical_accuracy: 0.9125 - mean_dice_coef: 0.6708 - weighted_mean_dice_coef: 0.5467 9/12 [=====================>........] - ETA: 11s - loss: 0.4522 - categorical_accuracy: 0.9126 - mean_dice_coef: 0.6716 - weighted_mean_dice_coef: 0.547810/12 [========================>.....] - ETA: 7s - loss: 0.4490 - categorical_accuracy: 0.9107 - mean_dice_coef: 0.6734 - weighted_mean_dice_coef: 0.5510 11/12 [==========================>...] - ETA: 3s - loss: 0.4499 - categorical_accuracy: 0.9105 - mean_dice_coef: 0.6727 - weighted_mean_dice_coef: 0.550112/12 [==============================] - ETA: 0s - loss: 0.4499 - categorical_accuracy: 0.9113 - mean_dice_coef: 0.6729 - weighted_mean_dice_coef: 0.550112/12 [==============================] - 47s 4s/step - loss: 0.4499 - categorical_accuracy: 0.9113 - mean_dice_coef: 0.6729 - weighted_mean_dice_coef: 0.5501 - val_loss: 0.8250 - val_categorical_accuracy: 0.8953 - val_mean_dice_coef: 0.4137 - val_weighted_mean_dice_coef: 0.1750 - lr: 1.2500e-04
Epoch 48/60
1/12 [=>............................] - ETA: 41s - loss: 0.4531 - categorical_accuracy: 0.9007 - mean_dice_coef: 0.6686 - weighted_mean_dice_coef: 0.5469 2/12 [====>.........................] - ETA: 37s - loss: 0.4470 - categorical_accuracy: 0.9069 - mean_dice_coef: 0.6742 - weighted_mean_dice_coef: 0.5530 3/12 [======>.......................] - ETA: 33s - loss: 0.4467 - categorical_accuracy: 0.9085 - mean_dice_coef: 0.6745 - weighted_mean_dice_coef: 0.5533 4/12 [=========>....................] - ETA: 29s - loss: 0.4484 - categorical_accuracy: 0.9128 - mean_dice_coef: 0.6743 - weighted_mean_dice_coef: 0.5516 5/12 [===========>..................] - ETA: 26s - loss: 0.4529 - categorical_accuracy: 0.9156 - mean_dice_coef: 0.6717 - weighted_mean_dice_coef: 0.5471 6/12 [==============>...............] - ETA: 22s - loss: 0.4537 - categorical_accuracy: 0.9184 - mean_dice_coef: 0.6718 - weighted_mean_dice_coef: 0.5463 7/12 [================>.............] - ETA: 18s - loss: 0.4574 - categorical_accuracy: 0.9144 - mean_dice_coef: 0.6685 - weighted_mean_dice_coef: 0.5426 8/12 [===================>..........] - ETA: 14s - loss: 0.4560 - categorical_accuracy: 0.9152 - mean_dice_coef: 0.6696 - weighted_mean_dice_coef: 0.5440 9/12 [=====================>........] - ETA: 11s - loss: 0.4519 - categorical_accuracy: 0.9128 - mean_dice_coef: 0.6719 - weighted_mean_dice_coef: 0.548110/12 [========================>.....] - ETA: 7s - loss: 0.4497 - categorical_accuracy: 0.9134 - mean_dice_coef: 0.6735 - weighted_mean_dice_coef: 0.5503 11/12 [==========================>...] - ETA: 3s - loss: 0.4471 - categorical_accuracy: 0.9125 - mean_dice_coef: 0.6750 - weighted_mean_dice_coef: 0.552912/12 [==============================] - ETA: 0s - loss: 0.4464 - categorical_accuracy: 0.9121 - mean_dice_coef: 0.6755 - weighted_mean_dice_coef: 0.553612/12 [==============================] - 47s 4s/step - loss: 0.4464 - categorical_accuracy: 0.9121 - mean_dice_coef: 0.6755 - weighted_mean_dice_coef: 0.5536 - val_loss: 0.8000 - val_categorical_accuracy: 0.8960 - val_mean_dice_coef: 0.4309 - val_weighted_mean_dice_coef: 0.2000 - lr: 1.2500e-04
Epoch 49/60
1/12 [=>............................] - ETA: 41s - loss: 0.4470 - categorical_accuracy: 0.9270 - mean_dice_coef: 0.6780 - weighted_mean_dice_coef: 0.5530 2/12 [====>.........................] - ETA: 37s - loss: 0.4601 - categorical_accuracy: 0.9265 - mean_dice_coef: 0.6690 - weighted_mean_dice_coef: 0.5399 3/12 [======>.......................] - ETA: 33s - loss: 0.4518 - categorical_accuracy: 0.9237 - mean_dice_coef: 0.6741 - weighted_mean_dice_coef: 0.5482 4/12 [=========>....................] - ETA: 29s - loss: 0.4507 - categorical_accuracy: 0.9210 - mean_dice_coef: 0.6743 - weighted_mean_dice_coef: 0.5493 5/12 [===========>..................] - ETA: 26s - loss: 0.4554 - categorical_accuracy: 0.9154 - mean_dice_coef: 0.6701 - weighted_mean_dice_coef: 0.5446 6/12 [==============>...............] - ETA: 22s - loss: 0.4550 - categorical_accuracy: 0.9146 - mean_dice_coef: 0.6701 - weighted_mean_dice_coef: 0.5450 7/12 [================>.............] - ETA: 18s - loss: 0.4531 - categorical_accuracy: 0.9157 - mean_dice_coef: 0.6717 - weighted_mean_dice_coef: 0.5469 8/12 [===================>..........] - ETA: 14s - loss: 0.4538 - categorical_accuracy: 0.9136 - mean_dice_coef: 0.6708 - weighted_mean_dice_coef: 0.5462 9/12 [=====================>........] - ETA: 11s - loss: 0.4499 - categorical_accuracy: 0.9116 - mean_dice_coef: 0.6730 - weighted_mean_dice_coef: 0.550110/12 [========================>.....] - ETA: 7s - loss: 0.4488 - categorical_accuracy: 0.9112 - mean_dice_coef: 0.6737 - weighted_mean_dice_coef: 0.5512 11/12 [==========================>...] - ETA: 3s - loss: 0.4489 - categorical_accuracy: 0.9133 - mean_dice_coef: 0.6741 - weighted_mean_dice_coef: 0.551112/12 [==============================] - ETA: 0s - loss: 0.4469 - categorical_accuracy: 0.9124 - mean_dice_coef: 0.6752 - weighted_mean_dice_coef: 0.553112/12 [==============================] - 47s 4s/step - loss: 0.4469 - categorical_accuracy: 0.9124 - mean_dice_coef: 0.6752 - weighted_mean_dice_coef: 0.5531 - val_loss: 0.7873 - val_categorical_accuracy: 0.8963 - val_mean_dice_coef: 0.4397 - val_weighted_mean_dice_coef: 0.2127 - lr: 1.2500e-04
Epoch 50/60
1/12 [=>............................] - ETA: 41s - loss: 0.4261 - categorical_accuracy: 0.9019 - mean_dice_coef: 0.6872 - weighted_mean_dice_coef: 0.5739 2/12 [====>.........................] - ETA: 37s - loss: 0.4365 - categorical_accuracy: 0.9149 - mean_dice_coef: 0.6827 - weighted_mean_dice_coef: 0.5635 3/12 [======>.......................] - ETA: 33s - loss: 0.4479 - categorical_accuracy: 0.9077 - mean_dice_coef: 0.6736 - weighted_mean_dice_coef: 0.5521 4/12 [=========>....................] - ETA: 29s - loss: 0.4467 - categorical_accuracy: 0.9109 - mean_dice_coef: 0.6751 - weighted_mean_dice_coef: 0.5533 5/12 [===========>..................] - ETA: 26s - loss: 0.4456 - categorical_accuracy: 0.9113 - mean_dice_coef: 0.6760 - weighted_mean_dice_coef: 0.5544 6/12 [==============>...............] - ETA: 22s - loss: 0.4501 - categorical_accuracy: 0.9138 - mean_dice_coef: 0.6734 - weighted_mean_dice_coef: 0.5499 7/12 [================>.............] - ETA: 18s - loss: 0.4498 - categorical_accuracy: 0.9134 - mean_dice_coef: 0.6735 - weighted_mean_dice_coef: 0.5502 8/12 [===================>..........] - ETA: 14s - loss: 0.4483 - categorical_accuracy: 0.9127 - mean_dice_coef: 0.6744 - weighted_mean_dice_coef: 0.5517 9/12 [=====================>........] - ETA: 11s - loss: 0.4469 - categorical_accuracy: 0.9133 - mean_dice_coef: 0.6754 - weighted_mean_dice_coef: 0.553110/12 [========================>.....] - ETA: 7s - loss: 0.4480 - categorical_accuracy: 0.9151 - mean_dice_coef: 0.6751 - weighted_mean_dice_coef: 0.5520 11/12 [==========================>...] - ETA: 3s - loss: 0.4451 - categorical_accuracy: 0.9133 - mean_dice_coef: 0.6767 - weighted_mean_dice_coef: 0.554912/12 [==============================] - ETA: 0s - loss: 0.4457 - categorical_accuracy: 0.9122 - mean_dice_coef: 0.6761 - weighted_mean_dice_coef: 0.554312/12 [==============================] - 47s 4s/step - loss: 0.4457 - categorical_accuracy: 0.9122 - mean_dice_coef: 0.6761 - weighted_mean_dice_coef: 0.5543 - val_loss: 0.7702 - val_categorical_accuracy: 0.8969 - val_mean_dice_coef: 0.4516 - val_weighted_mean_dice_coef: 0.2298 - lr: 1.2500e-04
Epoch 51/60
1/12 [=>............................] - ETA: 41s - loss: 0.4328 - categorical_accuracy: 0.9189 - mean_dice_coef: 0.6861 - weighted_mean_dice_coef: 0.5672 2/12 [====>.........................] - ETA: 37s - loss: 0.4387 - categorical_accuracy: 0.9202 - mean_dice_coef: 0.6825 - weighted_mean_dice_coef: 0.5613 3/12 [======>.......................] - ETA: 33s - loss: 0.4339 - categorical_accuracy: 0.9140 - mean_dice_coef: 0.6845 - weighted_mean_dice_coef: 0.5661 4/12 [=========>....................] - ETA: 29s - loss: 0.4379 - categorical_accuracy: 0.9189 - mean_dice_coef: 0.6828 - weighted_mean_dice_coef: 0.5621 5/12 [===========>..................] - ETA: 26s - loss: 0.4320 - categorical_accuracy: 0.9147 - mean_dice_coef: 0.6859 - weighted_mean_dice_coef: 0.5680 6/12 [==============>...............] - ETA: 22s - loss: 0.4354 - categorical_accuracy: 0.9122 - mean_dice_coef: 0.6831 - weighted_mean_dice_coef: 0.5646 7/12 [================>.............] - ETA: 18s - loss: 0.4405 - categorical_accuracy: 0.9096 - mean_dice_coef: 0.6792 - weighted_mean_dice_coef: 0.5595 8/12 [===================>..........] - ETA: 14s - loss: 0.4397 - categorical_accuracy: 0.9096 - mean_dice_coef: 0.6797 - weighted_mean_dice_coef: 0.5603 9/12 [=====================>........] - ETA: 11s - loss: 0.4403 - categorical_accuracy: 0.9117 - mean_dice_coef: 0.6797 - weighted_mean_dice_coef: 0.559710/12 [========================>.....] - ETA: 7s - loss: 0.4428 - categorical_accuracy: 0.9133 - mean_dice_coef: 0.6783 - weighted_mean_dice_coef: 0.5572 11/12 [==========================>...] - ETA: 3s - loss: 0.4423 - categorical_accuracy: 0.9135 - mean_dice_coef: 0.6787 - weighted_mean_dice_coef: 0.557712/12 [==============================] - ETA: 0s - loss: 0.4426 - categorical_accuracy: 0.9134 - mean_dice_coef: 0.6784 - weighted_mean_dice_coef: 0.557412/12 [==============================] - 47s 4s/step - loss: 0.4426 - categorical_accuracy: 0.9134 - mean_dice_coef: 0.6784 - weighted_mean_dice_coef: 0.5574 - val_loss: 0.7635 - val_categorical_accuracy: 0.8971 - val_mean_dice_coef: 0.4563 - val_weighted_mean_dice_coef: 0.2365 - lr: 1.2500e-04
Epoch 52/60
1/12 [=>............................] - ETA: 41s - loss: 0.4082 - categorical_accuracy: 0.8979 - mean_dice_coef: 0.6987 - weighted_mean_dice_coef: 0.5918 2/12 [====>.........................] - ETA: 37s - loss: 0.4276 - categorical_accuracy: 0.9046 - mean_dice_coef: 0.6867 - weighted_mean_dice_coef: 0.5724 3/12 [======>.......................] - ETA: 33s - loss: 0.4310 - categorical_accuracy: 0.9130 - mean_dice_coef: 0.6861 - weighted_mean_dice_coef: 0.5690 4/12 [=========>....................] - ETA: 29s - loss: 0.4409 - categorical_accuracy: 0.9079 - mean_dice_coef: 0.6784 - weighted_mean_dice_coef: 0.5591 5/12 [===========>..................] - ETA: 26s - loss: 0.4411 - categorical_accuracy: 0.9090 - mean_dice_coef: 0.6786 - weighted_mean_dice_coef: 0.5589 6/12 [==============>...............] - ETA: 22s - loss: 0.4433 - categorical_accuracy: 0.9074 - mean_dice_coef: 0.6768 - weighted_mean_dice_coef: 0.5567 7/12 [================>.............] - ETA: 18s - loss: 0.4457 - categorical_accuracy: 0.9105 - mean_dice_coef: 0.6758 - weighted_mean_dice_coef: 0.5543 8/12 [===================>..........] - ETA: 14s - loss: 0.4442 - categorical_accuracy: 0.9103 - mean_dice_coef: 0.6768 - weighted_mean_dice_coef: 0.5558 9/12 [=====================>........] - ETA: 11s - loss: 0.4422 - categorical_accuracy: 0.9093 - mean_dice_coef: 0.6780 - weighted_mean_dice_coef: 0.557810/12 [========================>.....] - ETA: 7s - loss: 0.4408 - categorical_accuracy: 0.9103 - mean_dice_coef: 0.6791 - weighted_mean_dice_coef: 0.5592 11/12 [==========================>...] - ETA: 3s - loss: 0.4414 - categorical_accuracy: 0.9125 - mean_dice_coef: 0.6791 - weighted_mean_dice_coef: 0.558612/12 [==============================] - ETA: 0s - loss: 0.4415 - categorical_accuracy: 0.9132 - mean_dice_coef: 0.6792 - weighted_mean_dice_coef: 0.558512/12 [==============================] - 47s 4s/step - loss: 0.4415 - categorical_accuracy: 0.9132 - mean_dice_coef: 0.6792 - weighted_mean_dice_coef: 0.5585 - val_loss: 0.7451 - val_categorical_accuracy: 0.8976 - val_mean_dice_coef: 0.4690 - val_weighted_mean_dice_coef: 0.2549 - lr: 1.2500e-04
Epoch 53/60
1/12 [=>............................] - ETA: 41s - loss: 0.4438 - categorical_accuracy: 0.9283 - mean_dice_coef: 0.6807 - weighted_mean_dice_coef: 0.5562 2/12 [====>.........................] - ETA: 37s - loss: 0.4575 - categorical_accuracy: 0.9274 - mean_dice_coef: 0.6712 - weighted_mean_dice_coef: 0.5425 3/12 [======>.......................] - ETA: 33s - loss: 0.4493 - categorical_accuracy: 0.9234 - mean_dice_coef: 0.6761 - weighted_mean_dice_coef: 0.5507 4/12 [=========>....................] - ETA: 29s - loss: 0.4547 - categorical_accuracy: 0.9157 - mean_dice_coef: 0.6709 - weighted_mean_dice_coef: 0.5453 5/12 [===========>..................] - ETA: 26s - loss: 0.4469 - categorical_accuracy: 0.9116 - mean_dice_coef: 0.6753 - weighted_mean_dice_coef: 0.5531 6/12 [==============>...............] - ETA: 22s - loss: 0.4465 - categorical_accuracy: 0.9100 - mean_dice_coef: 0.6753 - weighted_mean_dice_coef: 0.5535 7/12 [================>.............] - ETA: 18s - loss: 0.4462 - categorical_accuracy: 0.9136 - mean_dice_coef: 0.6762 - weighted_mean_dice_coef: 0.5538 8/12 [===================>..........] - ETA: 14s - loss: 0.4454 - categorical_accuracy: 0.9148 - mean_dice_coef: 0.6770 - weighted_mean_dice_coef: 0.5546 9/12 [=====================>........] - ETA: 11s - loss: 0.4452 - categorical_accuracy: 0.9145 - mean_dice_coef: 0.6770 - weighted_mean_dice_coef: 0.554810/12 [========================>.....] - ETA: 7s - loss: 0.4435 - categorical_accuracy: 0.9151 - mean_dice_coef: 0.6783 - weighted_mean_dice_coef: 0.5565 11/12 [==========================>...] - ETA: 3s - loss: 0.4422 - categorical_accuracy: 0.9147 - mean_dice_coef: 0.6791 - weighted_mean_dice_coef: 0.557812/12 [==============================] - ETA: 0s - loss: 0.4402 - categorical_accuracy: 0.9139 - mean_dice_coef: 0.6803 - weighted_mean_dice_coef: 0.559812/12 [==============================] - 47s 4s/step - loss: 0.4402 - categorical_accuracy: 0.9139 - mean_dice_coef: 0.6803 - weighted_mean_dice_coef: 0.5598 - val_loss: 0.7432 - val_categorical_accuracy: 0.8980 - val_mean_dice_coef: 0.4705 - val_weighted_mean_dice_coef: 0.2568 - lr: 1.2500e-04
Epoch 54/60
1/12 [=>............................] - ETA: 41s - loss: 0.4339 - categorical_accuracy: 0.9163 - mean_dice_coef: 0.6854 - weighted_mean_dice_coef: 0.5661 2/12 [====>.........................] - ETA: 37s - loss: 0.4387 - categorical_accuracy: 0.9228 - mean_dice_coef: 0.6832 - weighted_mean_dice_coef: 0.5613 3/12 [======>.......................] - ETA: 33s - loss: 0.4407 - categorical_accuracy: 0.9195 - mean_dice_coef: 0.6811 - weighted_mean_dice_coef: 0.5593 4/12 [=========>....................] - ETA: 29s - loss: 0.4450 - categorical_accuracy: 0.9222 - mean_dice_coef: 0.6787 - weighted_mean_dice_coef: 0.5550 5/12 [===========>..................] - ETA: 26s - loss: 0.4438 - categorical_accuracy: 0.9224 - mean_dice_coef: 0.6795 - weighted_mean_dice_coef: 0.5562 6/12 [==============>...............] - ETA: 22s - loss: 0.4383 - categorical_accuracy: 0.9183 - mean_dice_coef: 0.6824 - weighted_mean_dice_coef: 0.5617 7/12 [================>.............] - ETA: 18s - loss: 0.4360 - categorical_accuracy: 0.9164 - mean_dice_coef: 0.6836 - weighted_mean_dice_coef: 0.5640 8/12 [===================>..........] - ETA: 14s - loss: 0.4343 - categorical_accuracy: 0.9171 - mean_dice_coef: 0.6849 - weighted_mean_dice_coef: 0.5657 9/12 [=====================>........] - ETA: 11s - loss: 0.4344 - categorical_accuracy: 0.9164 - mean_dice_coef: 0.6847 - weighted_mean_dice_coef: 0.565610/12 [========================>.....] - ETA: 7s - loss: 0.4358 - categorical_accuracy: 0.9182 - mean_dice_coef: 0.6841 - weighted_mean_dice_coef: 0.5642 11/12 [==========================>...] - ETA: 3s - loss: 0.4386 - categorical_accuracy: 0.9162 - mean_dice_coef: 0.6818 - weighted_mean_dice_coef: 0.561412/12 [==============================] - ETA: 0s - loss: 0.4396 - categorical_accuracy: 0.9150 - mean_dice_coef: 0.6809 - weighted_mean_dice_coef: 0.560412/12 [==============================] - 47s 4s/step - loss: 0.4396 - categorical_accuracy: 0.9150 - mean_dice_coef: 0.6809 - weighted_mean_dice_coef: 0.5604 - val_loss: 0.7294 - val_categorical_accuracy: 0.8985 - val_mean_dice_coef: 0.4800 - val_weighted_mean_dice_coef: 0.2706 - lr: 1.2500e-04
Epoch 55/60
1/12 [=>............................] - ETA: 41s - loss: 0.4467 - categorical_accuracy: 0.9352 - mean_dice_coef: 0.6802 - weighted_mean_dice_coef: 0.5533 2/12 [====>.........................] - ETA: 37s - loss: 0.4480 - categorical_accuracy: 0.9312 - mean_dice_coef: 0.6785 - weighted_mean_dice_coef: 0.5520 3/12 [======>.......................] - ETA: 33s - loss: 0.4356 - categorical_accuracy: 0.9198 - mean_dice_coef: 0.6845 - weighted_mean_dice_coef: 0.5644 4/12 [=========>....................] - ETA: 29s - loss: 0.4351 - categorical_accuracy: 0.9188 - mean_dice_coef: 0.6848 - weighted_mean_dice_coef: 0.5649 5/12 [===========>..................] - ETA: 26s - loss: 0.4336 - categorical_accuracy: 0.9153 - mean_dice_coef: 0.6851 - weighted_mean_dice_coef: 0.5664 6/12 [==============>...............] - ETA: 22s - loss: 0.4321 - categorical_accuracy: 0.9163 - mean_dice_coef: 0.6863 - weighted_mean_dice_coef: 0.5679 7/12 [================>.............] - ETA: 18s - loss: 0.4361 - categorical_accuracy: 0.9180 - mean_dice_coef: 0.6839 - weighted_mean_dice_coef: 0.5639 8/12 [===================>..........] - ETA: 14s - loss: 0.4406 - categorical_accuracy: 0.9150 - mean_dice_coef: 0.6803 - weighted_mean_dice_coef: 0.5594 9/12 [=====================>........] - ETA: 11s - loss: 0.4401 - categorical_accuracy: 0.9158 - mean_dice_coef: 0.6808 - weighted_mean_dice_coef: 0.559910/12 [========================>.....] - ETA: 7s - loss: 0.4402 - categorical_accuracy: 0.9146 - mean_dice_coef: 0.6805 - weighted_mean_dice_coef: 0.5598 11/12 [==========================>...] - ETA: 3s - loss: 0.4409 - categorical_accuracy: 0.9143 - mean_dice_coef: 0.6800 - weighted_mean_dice_coef: 0.559112/12 [==============================] - ETA: 0s - loss: 0.4398 - categorical_accuracy: 0.9139 - mean_dice_coef: 0.6806 - weighted_mean_dice_coef: 0.560212/12 [==============================] - 47s 4s/step - loss: 0.4398 - categorical_accuracy: 0.9139 - mean_dice_coef: 0.6806 - weighted_mean_dice_coef: 0.5602 - val_loss: 0.7156 - val_categorical_accuracy: 0.8987 - val_mean_dice_coef: 0.4896 - val_weighted_mean_dice_coef: 0.2844 - lr: 1.2500e-04
Epoch 56/60
1/12 [=>............................] - ETA: 41s - loss: 0.4529 - categorical_accuracy: 0.9002 - mean_dice_coef: 0.6691 - weighted_mean_dice_coef: 0.5471 2/12 [====>.........................] - ETA: 37s - loss: 0.4436 - categorical_accuracy: 0.9047 - mean_dice_coef: 0.6763 - weighted_mean_dice_coef: 0.5564 3/12 [======>.......................] - ETA: 33s - loss: 0.4401 - categorical_accuracy: 0.9156 - mean_dice_coef: 0.6808 - weighted_mean_dice_coef: 0.5599 4/12 [=========>....................] - ETA: 29s - loss: 0.4407 - categorical_accuracy: 0.9148 - mean_dice_coef: 0.6802 - weighted_mean_dice_coef: 0.5593 5/12 [===========>..................] - ETA: 26s - loss: 0.4375 - categorical_accuracy: 0.9123 - mean_dice_coef: 0.6819 - weighted_mean_dice_coef: 0.5625 6/12 [==============>...............] - ETA: 22s - loss: 0.4369 - categorical_accuracy: 0.9143 - mean_dice_coef: 0.6827 - weighted_mean_dice_coef: 0.5631 7/12 [================>.............] - ETA: 18s - loss: 0.4364 - categorical_accuracy: 0.9166 - mean_dice_coef: 0.6835 - weighted_mean_dice_coef: 0.5636 8/12 [===================>..........] - ETA: 14s - loss: 0.4361 - categorical_accuracy: 0.9164 - mean_dice_coef: 0.6837 - weighted_mean_dice_coef: 0.5639 9/12 [=====================>........] - ETA: 11s - loss: 0.4395 - categorical_accuracy: 0.9140 - mean_dice_coef: 0.6809 - weighted_mean_dice_coef: 0.560510/12 [========================>.....] - ETA: 7s - loss: 0.4369 - categorical_accuracy: 0.9122 - mean_dice_coef: 0.6823 - weighted_mean_dice_coef: 0.5631 11/12 [==========================>...] - ETA: 3s - loss: 0.4390 - categorical_accuracy: 0.9138 - mean_dice_coef: 0.6812 - weighted_mean_dice_coef: 0.561012/12 [==============================] - ETA: 0s - loss: 0.4374 - categorical_accuracy: 0.9145 - mean_dice_coef: 0.6824 - weighted_mean_dice_coef: 0.562612/12 [==============================] - 47s 4s/step - loss: 0.4374 - categorical_accuracy: 0.9145 - mean_dice_coef: 0.6824 - weighted_mean_dice_coef: 0.5626 - val_loss: 0.6976 - val_categorical_accuracy: 0.8991 - val_mean_dice_coef: 0.5020 - val_weighted_mean_dice_coef: 0.3024 - lr: 1.2500e-04
Epoch 57/60
1/12 [=>............................] - ETA: 41s - loss: 0.4514 - categorical_accuracy: 0.9108 - mean_dice_coef: 0.6719 - weighted_mean_dice_coef: 0.5486 2/12 [====>.........................] - ETA: 37s - loss: 0.4293 - categorical_accuracy: 0.9046 - mean_dice_coef: 0.6858 - weighted_mean_dice_coef: 0.5707 3/12 [======>.......................] - ETA: 33s - loss: 0.4348 - categorical_accuracy: 0.9038 - mean_dice_coef: 0.6819 - weighted_mean_dice_coef: 0.5652 4/12 [=========>....................] - ETA: 29s - loss: 0.4349 - categorical_accuracy: 0.9068 - mean_dice_coef: 0.6826 - weighted_mean_dice_coef: 0.5651 5/12 [===========>..................] - ETA: 26s - loss: 0.4324 - categorical_accuracy: 0.9098 - mean_dice_coef: 0.6849 - weighted_mean_dice_coef: 0.5676 6/12 [==============>...............] - ETA: 22s - loss: 0.4345 - categorical_accuracy: 0.9138 - mean_dice_coef: 0.6843 - weighted_mean_dice_coef: 0.5655 7/12 [================>.............] - ETA: 18s - loss: 0.4348 - categorical_accuracy: 0.9151 - mean_dice_coef: 0.6844 - weighted_mean_dice_coef: 0.5652 8/12 [===================>..........] - ETA: 14s - loss: 0.4386 - categorical_accuracy: 0.9126 - mean_dice_coef: 0.6813 - weighted_mean_dice_coef: 0.5614 9/12 [=====================>........] - ETA: 11s - loss: 0.4364 - categorical_accuracy: 0.9116 - mean_dice_coef: 0.6826 - weighted_mean_dice_coef: 0.563610/12 [========================>.....] - ETA: 7s - loss: 0.4366 - categorical_accuracy: 0.9134 - mean_dice_coef: 0.6828 - weighted_mean_dice_coef: 0.5634 11/12 [==========================>...] - ETA: 3s - loss: 0.4383 - categorical_accuracy: 0.9149 - mean_dice_coef: 0.6819 - weighted_mean_dice_coef: 0.561712/12 [==============================] - ETA: 0s - loss: 0.4376 - categorical_accuracy: 0.9145 - mean_dice_coef: 0.6823 - weighted_mean_dice_coef: 0.562412/12 [==============================] - 47s 4s/step - loss: 0.4376 - categorical_accuracy: 0.9145 - mean_dice_coef: 0.6823 - weighted_mean_dice_coef: 0.5624 - val_loss: 0.6996 - val_categorical_accuracy: 0.8994 - val_mean_dice_coef: 0.5009 - val_weighted_mean_dice_coef: 0.3004 - lr: 1.2500e-04
Epoch 58/60
1/12 [=>............................] - ETA: 41s - loss: 0.4100 - categorical_accuracy: 0.8974 - mean_dice_coef: 0.6975 - weighted_mean_dice_coef: 0.5900 2/12 [====>.........................] - ETA: 37s - loss: 0.4134 - categorical_accuracy: 0.9008 - mean_dice_coef: 0.6959 - weighted_mean_dice_coef: 0.5866 3/12 [======>.......................] - ETA: 33s - loss: 0.4230 - categorical_accuracy: 0.9125 - mean_dice_coef: 0.6918 - weighted_mean_dice_coef: 0.5770 4/12 [=========>....................] - ETA: 29s - loss: 0.4319 - categorical_accuracy: 0.9167 - mean_dice_coef: 0.6866 - weighted_mean_dice_coef: 0.5681 5/12 [===========>..................] - ETA: 26s - loss: 0.4331 - categorical_accuracy: 0.9179 - mean_dice_coef: 0.6861 - weighted_mean_dice_coef: 0.5669 6/12 [==============>...............] - ETA: 22s - loss: 0.4324 - categorical_accuracy: 0.9179 - mean_dice_coef: 0.6866 - weighted_mean_dice_coef: 0.5676 7/12 [================>.............] - ETA: 18s - loss: 0.4340 - categorical_accuracy: 0.9158 - mean_dice_coef: 0.6851 - weighted_mean_dice_coef: 0.5660 8/12 [===================>..........] - ETA: 14s - loss: 0.4376 - categorical_accuracy: 0.9134 - mean_dice_coef: 0.6822 - weighted_mean_dice_coef: 0.5624 9/12 [=====================>........] - ETA: 11s - loss: 0.4357 - categorical_accuracy: 0.9144 - mean_dice_coef: 0.6837 - weighted_mean_dice_coef: 0.564310/12 [========================>.....] - ETA: 7s - loss: 0.4357 - categorical_accuracy: 0.9160 - mean_dice_coef: 0.6840 - weighted_mean_dice_coef: 0.5643 11/12 [==========================>...] - ETA: 3s - loss: 0.4367 - categorical_accuracy: 0.9157 - mean_dice_coef: 0.6832 - weighted_mean_dice_coef: 0.563312/12 [==============================] - ETA: 0s - loss: 0.4361 - categorical_accuracy: 0.9153 - mean_dice_coef: 0.6835 - weighted_mean_dice_coef: 0.563912/12 [==============================] - 47s 4s/step - loss: 0.4361 - categorical_accuracy: 0.9153 - mean_dice_coef: 0.6835 - weighted_mean_dice_coef: 0.5639 - val_loss: 0.6808 - val_categorical_accuracy: 0.8998 - val_mean_dice_coef: 0.5139 - val_weighted_mean_dice_coef: 0.3192 - lr: 1.2500e-04
Epoch 59/60
1/12 [=>............................] - ETA: 41s - loss: 0.4455 - categorical_accuracy: 0.9027 - mean_dice_coef: 0.6748 - weighted_mean_dice_coef: 0.5545 2/12 [====>.........................] - ETA: 37s - loss: 0.4419 - categorical_accuracy: 0.9164 - mean_dice_coef: 0.6799 - weighted_mean_dice_coef: 0.5581 3/12 [======>.......................] - ETA: 33s - loss: 0.4400 - categorical_accuracy: 0.9187 - mean_dice_coef: 0.6817 - weighted_mean_dice_coef: 0.5600 4/12 [=========>....................] - ETA: 29s - loss: 0.4339 - categorical_accuracy: 0.9153 - mean_dice_coef: 0.6851 - weighted_mean_dice_coef: 0.5661 5/12 [===========>..................] - ETA: 26s - loss: 0.4302 - categorical_accuracy: 0.9168 - mean_dice_coef: 0.6879 - weighted_mean_dice_coef: 0.5698 6/12 [==============>...............] - ETA: 22s - loss: 0.4355 - categorical_accuracy: 0.9189 - mean_dice_coef: 0.6847 - weighted_mean_dice_coef: 0.5645 7/12 [================>.............] - ETA: 18s - loss: 0.4397 - categorical_accuracy: 0.9155 - mean_dice_coef: 0.6812 - weighted_mean_dice_coef: 0.5603 8/12 [===================>..........] - ETA: 14s - loss: 0.4392 - categorical_accuracy: 0.9182 - mean_dice_coef: 0.6821 - weighted_mean_dice_coef: 0.5608 9/12 [=====================>........] - ETA: 11s - loss: 0.4402 - categorical_accuracy: 0.9175 - mean_dice_coef: 0.6812 - weighted_mean_dice_coef: 0.559810/12 [========================>.....] - ETA: 7s - loss: 0.4373 - categorical_accuracy: 0.9155 - mean_dice_coef: 0.6828 - weighted_mean_dice_coef: 0.5627 11/12 [==========================>...] - ETA: 3s - loss: 0.4362 - categorical_accuracy: 0.9152 - mean_dice_coef: 0.6835 - weighted_mean_dice_coef: 0.563812/12 [==============================] - ETA: 0s - loss: 0.4356 - categorical_accuracy: 0.9154 - mean_dice_coef: 0.6840 - weighted_mean_dice_coef: 0.564412/12 [==============================] - 47s 4s/step - loss: 0.4356 - categorical_accuracy: 0.9154 - mean_dice_coef: 0.6840 - weighted_mean_dice_coef: 0.5644 - val_loss: 0.6630 - val_categorical_accuracy: 0.8999 - val_mean_dice_coef: 0.5262 - val_weighted_mean_dice_coef: 0.3370 - lr: 1.2500e-04
Epoch 60/60
1/12 [=>............................] - ETA: 41s - loss: 0.4220 - categorical_accuracy: 0.9190 - mean_dice_coef: 0.6943 - weighted_mean_dice_coef: 0.5780 2/12 [====>.........................] - ETA: 37s - loss: 0.4218 - categorical_accuracy: 0.9205 - mean_dice_coef: 0.6945 - weighted_mean_dice_coef: 0.5782 3/12 [======>.......................] - ETA: 33s - loss: 0.4229 - categorical_accuracy: 0.9176 - mean_dice_coef: 0.6931 - weighted_mean_dice_coef: 0.5771 4/12 [=========>....................] - ETA: 29s - loss: 0.4271 - categorical_accuracy: 0.9166 - mean_dice_coef: 0.6900 - weighted_mean_dice_coef: 0.5729 5/12 [===========>..................] - ETA: 26s - loss: 0.4363 - categorical_accuracy: 0.9120 - mean_dice_coef: 0.6829 - weighted_mean_dice_coef: 0.5637 6/12 [==============>...............] - ETA: 22s - loss: 0.4315 - categorical_accuracy: 0.9096 - mean_dice_coef: 0.6856 - weighted_mean_dice_coef: 0.5685 7/12 [================>.............] - ETA: 18s - loss: 0.4350 - categorical_accuracy: 0.9124 - mean_dice_coef: 0.6838 - weighted_mean_dice_coef: 0.5650 8/12 [===================>..........] - ETA: 14s - loss: 0.4360 - categorical_accuracy: 0.9154 - mean_dice_coef: 0.6838 - weighted_mean_dice_coef: 0.5640 9/12 [=====================>........] - ETA: 11s - loss: 0.4331 - categorical_accuracy: 0.9144 - mean_dice_coef: 0.6855 - weighted_mean_dice_coef: 0.566910/12 [========================>.....] - ETA: 7s - loss: 0.4329 - categorical_accuracy: 0.9153 - mean_dice_coef: 0.6859 - weighted_mean_dice_coef: 0.5671 11/12 [==========================>...] - ETA: 3s - loss: 0.4344 - categorical_accuracy: 0.9140 - mean_dice_coef: 0.6846 - weighted_mean_dice_coef: 0.565612/12 [==============================] - ETA: 0s - loss: 0.4343 - categorical_accuracy: 0.9154 - mean_dice_coef: 0.6849 - weighted_mean_dice_coef: 0.565712/12 [==============================] - 47s 4s/step - loss: 0.4343 - categorical_accuracy: 0.9154 - mean_dice_coef: 0.6849 - weighted_mean_dice_coef: 0.5657 - val_loss: 0.6664 - val_categorical_accuracy: 0.9001 - val_mean_dice_coef: 0.5239 - val_weighted_mean_dice_coef: 0.3336 - lr: 1.2500e-04