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Awesome Style Transfer Papers

Awesome

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

  2. Applications

  3. Datasets

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

Contributing

We welcome contributions! Here's how you can help:

  • 🐛 Report bugs and issues
  • 💡 Suggest new papers or resources
  • 🔧 Submit pull requests
  • ⭐ Star this repository if you find it helpful!

Feel free to open an issue or submit a pull request if you:

  • Have any suggestions or corrections
  • Want to add new papers or resources
  • Find any broken links

Citation

If you find this repository useful for your research, please consider citing:



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Acknowledgments


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








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