Awesome Style Transfer Papers

A comprehensive collection of research papers, datasets, and resources related to Style Transfer across different domains. From traditional methods to the latest diffusion models, this repository provides a curated list of cutting-edge research in style transfer.

📑 Table of Contents

1. Methods

   • Traditional Methods
   • GAN-based Methods
   • VAE-based Methods
   • Diffusion-based Methods

2. Applications

   • Portrait Style Transfer
   • Video Style Transfer
   • 3D Style Transfer
   • Text Style Transfer
   • Domain Adaptation

3. Datasets

   • Image Dataset
   • Video Dataset
   • 3D Dataset
   • Text Dataset
   • Domain Dataset

Methods

Traditional Methods

Title	Year	Publish	Paper	Code
Neural Style Transfer (NST)	2015	CVPR	paper	-
Fast Style Transfer	2016	ECCV	paper	code
Texture Net	2016	arXiv	paper	code
Instance Normalization	2016	arXiv	paper	code
Universal Style Transfer	2017	NIPS	paper	-
Light-weight Style Transfer	2017	CVPR	paper	code
Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization	2017	ICCV	paper	code
Histogram Loss	2017	CVPR	paper	code
Multimodal Style Transfer (AdaIN Extension)	2018	CVPR	paper	code
Avatar-Net	2018	CVPR	paper	code
NST-MetaNet	2018	CVPR	-	-
AMST	2019	CVPR	-	-
SEAN	2020	CVPR	-	-
AdaAttN	2021	ICCV	paper	code
ArtFlow	2021	CVPR	paper	code
CLIPstyler	2021	CVPR	paper	code
ST-RAFS	2021	CVPR	-	-
CSD-AST	2022	ICCV	-	-
RCST	2023	arXiv	-	-
OIT-SD	2023	arXiv	-	-
Puff-Net	2024	CVPR	-	-
S2WAT	2024	AAAI	-	-
EUC-HSTN	2024	Heliyon	-	-
ReLU-Oscillator	2024	ESWA	-	-
AEANet	2024	arXiv	-	-
ANST-AS	2024	arXiv	-	-
StyleMamba	2024	arXiv	paper

GAN-based Methods

Title	Year	Publish	Paper	Code
Generative Image Modeling using Style and Structure Adversarial Networks	2016	-	paper	-
ArtGAN	2017	arxiv	paper	code
ComboGAN	2017	CVPR	paper	-
Face Translation between Images and Videos	2017	arxiv	paper	-
MaskGAN	2018	ICLR	paper	-
Perceptually Optimized GAN	2018	arXiv	paper	-
NICE-GAN	2020	CVPR	paper	code
BlendGAN	2021	arXiv	paper	-
SemanticStyleGAN	2022	CVPR	paper	-
GP-UNIT	2022	CVPR	paper	code
Style-Aware-Discriminator	2022	CVPR	paper	code
ISSA	2023	arXiv	paper	code
zGAN	2024	-	paper	-

VAE-based Methods

Title	Year	Publish	Paper	Code
WAE	-	-	paper	-
Representative Feature Extraction During Diffusion Process	2024	arXiv	paper	-
StyleMamba	2024	arXiv	paper	code

Diffusion-based Methods

Title	Year	Publish	Paper	Code
StyleTokenizer	2024	ECCV	paper	code
MagicFace	2024	ArXiv	paper	code
SCEPTER	2024	ArXiv	paper	code
B-LoRA	2024	ArXiv	paper	code
CreativeSynth	2024	ArXiv	paper	code
FreeStyle	2024	ArXiv	paper	code
InstantID	2024	ArXiv	paper	code
StyleAligned	2024	CVPR	paper	code
StyleID	2024	CVPR	paper	code
Portrait Diffusion	2023	ArXiv	paper	code
ProSpect	2023	SIGGRAPH	paper	code
InST	2023	CVPR	paper	code

Applications

Portrait Style Transfer

Title	Year	Publish	Paper	Code
APDrawingGAN	2019	CVPR	paper	code
WarpGAN	2020	CVPR	paper	code
AiSketcher	2020	IROS	paper	code
Cartoon-StyleGAN	2021	Arxiv	paper	code
SPatchGAN	2021	ICCV	paper	code
StyleCariGAN	2021	SIGGRAPH	paper	code
CariMe	2021	TMM	paper	code
BlendGAN	2021	NeurIPS	paper	code
DynaGAN	2022	SIGGRAPH	paper	code
TargetCLIP	2022	ECCV	paper	code
DCT-Net	2022	TOG	paper	code
GODA	2022	NeurIPS	paper	code
Mind the Gap	2022	ICLR	paper	code
MMFS	2023	PG	paper	code
Fix the Noise	2023	CVPR	paper	code
SSR-Encoder	2024	CVPR	paper	code
InstantStyle	2024	ArXiv	paper	code
Pair Customization	2024	ArXiv	paper	code
ZePo	2024	ACM MM	paper	code
DoesFS	2024	CVPR	paper	code

Video Style Transfer

Title	Year	Publish	Paper	Code
ReCoNet	2018	-	paper	code
Learning Linear Transformations	2019	CVPR	paper	code
Layered Neural Atlases	2021	-	paper	code
VToonify	2022	-	paper	code
CCPL	2022	-	paper	code
FateZero	2023	-	paper	code
CAP-VSTNet	2023	-	paper	code
Control A Video	2023	-	paper	code
Rerender A Video	2023	-	paper	code
Style-A-Video	2023	-	paper	code
Hallo1	2024	-	paper	code
Hallo2	2024	-	paper	code
Hallo3	2024	-	paper	code

3D Style Transfer

Title	Year	Publish	Paper	Code
RSMT	2023	SIGGRAPH	paper	code
DiffuseStyleGesture	2023	-	paper	code
CAMDM	2024	-	paper	code
Local Motion Phases	2022	-	paper	code

Text Style Transfer

Title	Year	Publish	Paper	Code
Sequence to Better Sequence	2017	ICML	paper	code
Toward Controlled Generation of Text	2017	-	paper	code
Style Transfer from Non-Parallel Text	2017	NeurIPS	paper	code
Adversarially Regularized Autoencoders	2018	-	paper	code
Delete, Retrieve, Generate	2018	-	paper	code
Style Transfer Through Back-Translation	2018	-	paper	code
Disentangled Representation Learning	2019	-	paper	code
Learning Sentiment Memories	2018	-	paper	code
Unsupervised Controllable Text	2019	-	paper	code
Dual Reinforcement Learning	2019	-	paper	code

Domain Adaptation

Title	Year	Publish	Paper	Code
One-Shot Domain Adaptation	2020	CVPR	paper	-
Meta Face Recognition	2020	-	paper	code
Cross-Domain Document Detection	2020	CVPR	paper	code
StereoGAN	2020	CVPR	paper	-
Domain Adaptation for Dehazing	2020	CVPR	paper	-
PointDAN	2019	-	paper	code
GCAN	2019	CVPR	paper	-
DCAN	2020	-	paper	code

Datasets

Image Dataset

Dataset	Year	Size	Description	Link
Danbooru2017	2017	1.9TB, 2.94M images	Anime	link
Chinese Style Transfer	2018	1000 content, 100 style images	Chinese Painting	link
Stylized ImageNet	2018	~134GB	Style Transfer	link
WikiArt	2018	42,129 images	Style, Artist, Genre	link
FFHQ	2019	70,000 images	Human Faces	link
Dark Zurich Dataset	2019	8,779 images	Night, Twilight, Day	link
Comic Faces	2020	20K images	Paired Synthetic Comics	link
iFakeFaceDB	2020	87,000 images	Face Images	link
Ukiyo-e Faces	2020	5,209 images	Aligned Ukiyo-e Faces	link
DFFD	2020	299,039 images	Face Manipulation	link
MetFaces	2020	1,336 images	Artistic Faces	link
AAHQ	2021	25,000 images	Artistic Faces	link
StyleGAN Human	2022	40K+ images	Human Generation	link
DiffusionDB	2022	14M images	Text-to-image	link
4SKST	2023	25 color, 100 sketches	Sketch Style	link
JourneyDB	2023	4.4M images	Multimodal Vision	link
DiffusionFace	2024	600,000 images	Face Forgery	link
Trailer Faces HQ	2024	187K faces	Facial Expressions	link
StyleShot	2024	-	Style Transfer	link

Video Dataset

Dataset	Year	Size	Description	Link
UADFV	2018	100 videos	Video Style Transfer	link
Deepfake-TIMIT	2018	960 videos	Face Recognition	link
DFFD	2019	300 videos	Diverse Fake Face	link
Celeb-DF	2020	408 original videos	DeepFake	link
DFDC	2020	100,000 clips	DeepFake Detection	link
FaceForensics++	2019	6000 videos	Swapped Face	link
ForgeryNet	2021	221,247 videos	Forgery Analysis	link
FFIW-10K	2021	10,000 videos	Face Forgery	link
Wild Deepfake	2024	7,314 sequences	Deepfake Detection	link

3D Dataset

Dataset	Year	Size	Description	Link
100STYLE	2022	4M frames	Stylized Motion Capture	link
Motiondataset	2023	36,673 frames	3D Motion	link

Text Dataset

Dataset	Year	Size	Description	Link
Touchdown	2020	9,326 instructions	Navigation	link
Yelp	2020	6.99M comments	NLP Corpus	link
YAFC Corpus	2018	Largest stylistic corpus	Style Transfer	link
ParaDetox	2020	10,000 toxic sentences	Detoxification	link

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Acknowledgments

Thanks to all researchers and developers who made their work publicly available.

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