Awesome-Portraits-Style-Transfer

An archive of studies related to portrait style transfer

Table of Contents

• Papers
• Repositories
• Datasets

Papers

Based on GANs

Date	Title	Publish	Paper	Code	Homepage	Recom
2024.03	DoesFS: Deformable One-shot Face Stylization via DINO Semantic Guidance	CVPR 2024	[paper]	[code]	[homepage]	⭐️⭐️⭐️
2023.05	MMFS: Multi-Modal Face Stylization with a Generative Prior	PG 2023	[paper]	[code]	N/A	⭐️⭐️
2023.03	Fix the Noise: Disentangling Source Feature for Controllable Domain Translation	CVPR 2023	[paper]	[code]	N/A	⭐️⭐️
2023.03	StyleGANEX: StyleGAN-Based Manipulation Beyond Cropped Aligned Faces	ICCV 2023	[paper]	[code]	[homepage]	⭐️⭐️
2022.11	DynaGAN: Dynamic Few-shot Adaptation of GANs to Multiple Domains	SIGGRAPH Asia 2022	[paper]	[code]	[homepage]	⭐️⭐️
2022.10	TargetCLIP: Official PyTorch implementation of the paper Image-Based CLIP-Guided Essence Transfer	ECCV 2022	[paper]	[code]	[homepage]	⭐️⭐️
2022.09	VToonify: Controllable High-Resolution Portrait Video Style Transfer	SIGGRAPH Asia 2022	[paper]	[code]	[homepage]	⭐️⭐️⭐️
2022.07	DCT-Net: Domain-Calibrated Translation for Portrait Stylization	SIGGRAPH 2022 (TOG)	[paper]	[code]	[homepage]	⭐️⭐️
2022.06	GODA: Generalized One-shot Domain Adaptation of Generative Adversarial Networks	NeurIPS 2022	[paper]	[code]	N/A	⭐️⭐️
2022.05	MTG: Mind the Gap: Domain Gap Control for Single Shot Domain Adaptation for Generative Adversarial Networks	ICLR 2022	[paper]	[code]	[homepage]	⭐️⭐️
2022.04	Unsupervised Image-to-Image Translation with Generative Prior	CVPR 2022	[paper]	[code]	[homepage]	⭐️⭐️
2022.03	Pastiche Master: Exemplar-Based High-Resolution Portrait Style Transfer	CVPR 2022	[paper]	N/A	[homepage]	⭐️⭐️⭐️
2021.12	SemanticStyleGAN: Learning Compositional Generative Priors for Controllable Image Synthesis and Editing	CVPR 2022	[paper]	[code]	[homepage]	⭐️⭐️
2021.12	BlendGAN: Implicitly GAN Blending for Arbitrary Stylized Face Generation	NeurIPS 2021	[paper]	[code]	[homepage]	⭐️⭐️⭐️
2021.09	CariMe: Unpaired Caricature Generation with Multiple Exaggerations	TMM 2021	[paper]	[code]	[homepage]	⭐️⭐️
2021.09	StyleCariGAN: Caricature Generation via StyleGAN Feature Map Modulation	SIGGRAPH 2021	[paper]	[code]	[homepage]	⭐️⭐️
2021.09	ReStyle: A Residual-Based StyleGAN Encoder via Iterative Refinement	ICCV 2021	[paper]	[code]	[homepage]	⭐️⭐️
2021.09	SPatchGAN: A Statistical Feature Based Discriminator for Unsupervised Image-to-Image Translation	ICCV 2021	[paper]	[code]	[homepage]	⭐️
2021.07	Making Robots Draw A Vivid Portrait In Two Minutes	IROS 2020	[paper]	[code]	[homepage]	⭐️
2021.07	Line Drawings for Face Portraits from Photos using Global and Local Structure based GANs	IEEE 2020	[paper]	[code]	[homepage]	⭐️⭐️
2021.06	Fine-Tuning StyleGAN2 For Cartoon Face Generation	Arxiv 2021	[paper]	[code]	[homepage]	⭐️⭐️
2021.03	OneShotCLIP: One-Shot Adaptation of GAN in Just One CLIP	TPAMI 2023	[paper]	[code]	N/A	⭐️⭐️
2020.10	WarpGAN: Automatic Caricature Generation	CVPR 2019	[paper]	[code]	[homepage]	⭐️
2019.06	APDrawingGAN: Generating Artistic Portrait Drawings from Face Photos with Hierarchical GANs	CVPR 2019	[paper]	[code]	[homepage]	⭐️⭐️
2019.07	A Style-aware Discriminator for Controllable Image Translation	IEEE 2022	[paper]	[code]	[homepage]	⭐️
2017.03	Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization	ICCV 2017	[paper]	[code]	[homepage]	⭐️⭐️

Based on Diffusion Models

Date	Title	Publish	Paper	Code	Homepage	Recom
2024.09	StyleTokenizer: Defining Image Style by a Single Instance for Controlling Diffusion Models	ECCV 2024	[paper]	[code]	N/A	⭐️⭐️⭐️
2024.08	MagicFace: Training-free Universal-Style Human Image Customized Synthesis	ArXiv 2024	[paper]	[code]	N/A	⭐️⭐️
2024.08	ZePo: Zero-Shot Portrait Stylization with Faster Sampling	ACM Multimedia 2024	[paper]	[code]	N/A	⭐️⭐️⭐️
2024.05	Pair Customization: Customizing Text-to-Image Models with a Single Image Pair	ArXiv 2024	[paper]	[code]	[homepage]	⭐️⭐️
2024.04	InstantStyle: Free Lunch towards Style-Preserving in Text-to-Image Generation	ArXiv 2024	[paper]	[code]	[homepage]	⭐️⭐️
2024.04	Style-Booth: Image Style Editing with Multimodal Instruction	ArXiv 2024	[paper]	[code]	[homepage]	⭐️⭐️
2024.04	B-LoRA: Implicit Style-Content Separation using B-LoRA	ArXiv 2024	[paper]	[code]	[homepage]	⭐️⭐️
2024.01	CreativeSynth: Creative Blending and Synthesis of Visual Arts based on Multimodal Diffusion	ArXiv 2024	[paper]	[code]	N/A	⭐️
2024.01	FreeStyle: Free Lunch for Text-guided Style Transfer using Diffusion Models	ArXiv 2024	[paper]	[code]	[homepage]	⭐️⭐️
2024.01	InstantID: Zero-shot Identity-Preserving Generation in Seconds	ArXiv 2024	[paper]	[code]	[homepage]	⭐️⭐️
2023.12	VisualStylePrompt: Visual Style Prompting with Swapping Self-Attention	ArXiv 2023	[paper]	N/A	[homepage]	⭐️
2023.12	StyleAligned: Style Aligned Image Generation via Shared Attention	CVPR 2024	[paper]	[code]	[homepage]	⭐️⭐️⭐️
2023.12	StyleID: Style Injection in Diffusion: A Training-free Approach for Adapting Large-scale Diffusion Models for Style Transfer	CVPR 2024	[paper]	[code]	[homepage]	⭐️⭐️
2023.12	Portrait Diffusion: Training-free Face Stylization with Chain-of-Painting	ArXiv 2023	[paper]	[code]	N/A	⭐️⭐️
2023.11	ProSpect: Prompt Spectrum for Attribute-Aware Personalization of Diffusion Models	SIGGRAPH Asia 2023	[paper]	[code]	N/A	⭐️⭐️
2023.11	VCT: General Image-to-Image Translation with One-Shot Image Guidance	ICCV 2023	[paper]	[code]	N/A	⭐️⭐️
2023.06	Rerender A Video: Zero-Shot Text-Guided Video-to-Video Translation	SIGGRAPH Asia 2023	[paper]	[code]	[homepage]	⭐️⭐️
2023.05	Style-A-Video: Agile Diffusion for Arbitrary Text-based Video Style Transfer	ArXiv 2023	[paper]	[code]	[homepage]	⭐️⭐️
2023.03	ZeCon: Zero-Shot Contrastive Loss for Text-Guided Diffusion Image Style Transfer	ICCV 2023	[paper]	[code]	N/A	⭐️⭐️
2023.02	IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models	ArXiv 2023	[paper]	[code]	[homepage]	⭐️⭐️⭐️
2023.01	SSR-Encoder: Encoding Selective Subject Representation for Subject-Driven Generation	CVPR 2024	[paper]	[code]	[homepage]	⭐️⭐️
2022.11	InST: Inversion-Based Style Transfer with Diffusion Models	CVPR 2023	[paper]	[code]	N/A	⭐️⭐️⭐️

Others

Date	Title	Publish	Paper	Code	Homepage	Recom
2021.12	CLIPstyler: Image Style Transfer with a Single Text Condition	CVPR 2022	[paper]	[code]	N/A	⭐️⭐️
2021.09	ArtFlow: Unbiased Image Style Transfer via Reversible Neural Flows	CVPR 2021	[paper]	[code]	N/A	⭐️⭐️
2021.08	AdaAttN: Revisit Attention Mechanism in Arbitrary Neural Style Transfer	ICCV 2021	[paper]	[code]	N/A	⭐️⭐️
2018.06	Avatar-Net: Multi-scale Zero-shot Style Transfer by Feature Decoration	CVPR 2018	[paper]	[code]	[homepage]	⭐️⭐️

Repositories

Title	Code
FreeG	[code]
AnimeGANv2	[code]

Datasets

Year	Name	Description	License	HomePage	Download
2022	ArcaneFaces	A handcrafted high-quality dataset of over 3400 faces from Arcane.	CC BY 4.0	[homepage]	[download]
2021	AAHQ	A high-quality image dataset of artistic-face images.	N/A	[homepage]	[download]
2020	Danbooru2020	A large-scale anime image database with 4.2m+ images and 130m+ tags.	CC0 1.0	[homepage]	[download]
2020	Metaface	A dataset containing high-quality face images for machine learning applications.	CC0	[homepage]	[download]
2020	Aligned Ukiyo-e Faces	Over five thousand aligned ukiyo-e faces at 1024x1024 pixel resolution.	CC BY-SA 4.0	[homepage]	[download]
2020	Cartoon Faces	A dataset of cartoon (Disney) faces for machine learning applications.	CC BY-SA 4.0	[homepage]	[download]
2020	Comic faces (paired, synthetic)	A dataset of paired synthetic comic faces for machine learning applications.	CC BY 4.0	[homepage]	[download]
2020	Comic faces (paired, synthetic, v2)	A dataset of paired synthetic comic faces for machine learning applications, version 2.	CC BY 4.0	[homepage]	[download]
2020	Riga Faces	A dataset of 165 high-quality images of mascarons seen on art nouveau buildings in Riga, Latvia.	CC0	[homepage]	[download]
2019	Danbooru2019	A large-scale anime image database with 3.69m+ images and 108m+ tags.	CC0 1.0	[homepage]	[download]
2019	APDrawingGAN Dataset	A dataset used for generating artistic portrait drawings from face photos with hierarchical GANs.	Apache-2.0	[homepage]	[download]
2018	Danbooru2018	A large-scale anime image database with 3.3m+ images and 92.7m+ tags.	CC0 1.0	[homepage]	[download]
2017	Danbooru2017	A large-scale anime image database with 2.9m+ images and 77.5m+ tags.	CC0 1.0	[homepage]	[download]