A collection of resources on Image Translation.
This repo is organized chronologically by conferences, another repo which is organized in terms of catrgory is also available.
If you think I have missed out on something (or) have any suggestions (papers, implementations and other resources), feel free to pull a request
Feedback and contributions are welcome!
NICE: Reusing Discriminators for Encoding: Towards Unsupervised Image-to-Image Translation.
Runfa Chen, Wenbing Huang, Binghui Huang, Fuchun Sun, Bin Fang.
CVPR 2020. [PDF] [Github]
Latent Filter Scaling for Multimodal Unsupervised Image-To-Image Translation. [PDF]
Yazeed Alharbi, Neil Smith, Peter Wonka.
Attention-Aware Multi-Stroke Style Transfer. [PDF]
Yuan Yao, Jianqiang Ren, Xuansong Xie, Weidong Liu, Yong-Jin Liu, Jun Wang.
Textured Neural Avatars. [PDF]
Aliaksandra Shysheya, Egor Zakharov, Kara-Ali Aliev, Renat Bashirov, Egor Burkov, Karim Iskakov, Aleksei Ivakhnenko, Yury Malkov, Igor Pasechnik, Dmitry Ulyanov, Alexander Vakhitov, Victor Lempitsky.
Homomorphic Latent Space Interpolation for Unpaired Image-To-Image Translation. [PDF] [Github]
Ying-Cong Chen, Xiaogang Xu, Zhuotao Tian, Jiaya Jia.
Multi-Channel Attention Selection GAN With Cascaded Semantic Guidance for Cross-View Image Translation. [PDF]
Hao Tang, Dan Xu, Nicu Sebe, Yanzhi Wang, Jason J. Corso, Yan Yan.
TraVeLGAN: Image-To-Image Translation by Transformation Vector Learning. [PDF]
Matthew Amodio, Smita Krishnaswamy.
ReversibleGANs for Memory-Efficient ImageTo Image Translation. [PDF]
Tycho F.A. van der Ouderaa, Daniel E. Worrall.
Image-To-Image Translation via Group-Wise Deep Whitening-And-Coloring Transformation. [PDF] [Github]
Wonwoong Cho, Sungha Choi, David Keetae Park, Inkyu Shin, Jaegul Choo.
Towards Visual Feature Translation. [PDF]
Jie Hu, Rongrong Ji, Hong Liu, Shengchuan Zhang, Cheng Deng, Qi Tian.
Towards Instance-Level Image-To-Image Translation. [PDF]
Zhiqiang Shen, Mingyang Huang, Jianping Shi, Xiangyang Xue, Thomas S. Huang.
Art2Real: Unfolding the Reality of_Artworks via Semantically-Aware Image-To-Image Translation. [PDF]
Matteo Tomei, Marcella Cornia, Lorenzo Baraldi, Rita Cucchiara.
TransGaGa：Geometry-Aware Unsupervised Image To Image Translation. [PDF] [arxiv] [project]
Wayne Wu, Kaidi Cao, Cheng Li, Chen Qian, Chen Change Loy.
InstaGAN: Instance-aware Image-to-Image Translation. [PDF] [Github]
Sangwoo Mo, Minsu Cho, Jinwoo Shin.
Harmonic Unpaired Image-to-image Translation. [PDF]
Rui Zhang, Tomas Pfister, Jia Li.
Local Image-to-Image Translation via Pixel-wise Highway Adaptive Instance Normalization. [PDF]
Wonwoong Cho, Seunghwan Choi, Junwoo Park, David Keetae Park, Tao Qin, Jaegul Choo.
EG-UNIT: Exemplar Guided Unsupervised Image-to-Image Translation with Semantic Consistency. [PDF]
Liqian Ma, Xu Jia, Stamatios Georgoulis, Tinne Tuytelaars, Luc Van Gool.
Unsupervised one-to-many image translation. [PDF]
Samuel Lavoie-Marchildon, Sebastien Lachapelle, Mikołaj Bińkowski, Aaron Courville, Yoshua Bengio, R Devon Hjelm.
Unsupervised Image to Sequence Translation with Canvas-Drawer Networks. [PDF]
Kevin Frans, Chin-Yi Cheng.
Unsupervised Video-to-Video Translation. [PDF]
Dina Bashkirova, Ben Usman, Kate Saenko.
Exploiting Time-Series Image-to-Image Translation to Expand the Range of Wildlife Habitat Analysis. [PDF]
Ruobing Zheng, Ze Luo, Baoping Yan.
Controllable Image-to-Video Translation: A Case Study on Facial Expression Generation. [PDF]
Lijie Fan, Wenbing Huang, Chuang Gan, Junzhou Huang, Boqing Gong.
OT-CycleGAN: Guiding the One-to-one Mapping in CycleGAN via Optimal Transport. [PDF]
Guansong Lu, Zhiming Zhou, Yuxuan Song, Kan Ren, Yong Yu.
C2-GAN: Cycle In Cycle Generative Adversarial Networks for Keypoint-Guided Image Generation.[PDF]
Hao Tang, Dan Xu, Gaowen Liu, Wei Wang, Nicu Sebe, Yan Yan.
Towards Automatic Face-to-Face Translation.[PDF] [Github] [Project]
Prajwal Renukanand, Rudrabha Mukhopadhyay, Jerin Philip, Abhishek Jha, Vinay Namboodiri and C.V. Jawahar.
Preserving Semantic and Temporal Consistency for Unpaired Video-to-Video Translation.[PDF]
Kwanyong Park, Sanghyun Woo, Dahun Kim, Donghyeon Cho, In So Kweon.
Mocycle-GAN: Unpaired Video-to-Video Translation.[PDF]
Yang Chen, Yingwei Pan, Ting Yao, Xinmei Tian, Tao Mei.
DRIT++: Diverse Image-to-Image Translation via Disentangled Representations.
Hsin-Ying Lee, Hung-Yu Tseng, Qi Mao, Jia-Bin Huang, Yu-Ding Lu, Maneesh Singh, Ming-Hsuan Yang.
IJCV 2019. [Project] [Github]
Show, Attend and Translate: Unsupervised Image Translation with Self-Regularization and Attention.
Chao Yang, Taehwan Kim, Ruizhe Wang, Hao Peng, C.-C. Jay Kuo.
TIP 2019. [PDF]
AttGAN: Facial Attribute Editing by Only Changing What You Want.
Zhenliang He, Wangmeng Zuo, Meina Kan, Shiguang Shan, Xilin Chen.
TIP 2019. [PDF] [Github]
RL-GAN: Transfer Learning for Related Reinforcement Learning Tasks via Image-to-Image Translation.
Shani Gamrian, Yoav Goldberg.
ICML 2019. [accepted paper list] [PDF] [Supplementary PDF] [Github]
VR Facial Animation via Multiview Image Translation.
Shih-En Wei, Jason Saragih, Tomas Simon, Adam W. Harley, Stephen Lombardi, Michal Perdoch, Alexander Hypes, Dawei Wang, Hernan Badino, Yaser Sheikh.
SIGGRAPH 2019. [PDF]
Stylizing Video by Example.
Ondřej Jamriška, Šárka Sochorová, Ondřej Texler, Michal Lukáč, Jakub Fišer, Jingwan Lu, Eli Shechtman, Daniel Sýkora.
SIGGRAPH 2019. [PDF]
VR Facial Animation via Multiview Image Translation.
Shih-En Wei, Jason Saragih, Tomas Simon, Adam W. Harley, Stephen Lombardi, Michal Perdoch, Alexander Hypes, Dawei Wang, Hernan Badino, Yaser Sheikh.
SIGGRAPH 2019. [PDF]
CartoonRenderer: An Instance-based Multi-Style Cartoon Image Translator.
Yugang Chen, Muchun Chen, Chaoyue Song, Bingbing Ni.
International Conference on Multimedia Modeling (MMM2020). [PDF]
AttentionGAN: Attention-Guided Generative Adversarial Networks for Unsupervised Image-to-Image Translation.
Hao Tang, Dan Xu, Nicu Sebe, Yan Yan.
IJCNN 2019. [Github]
SMIT: Stochastic Multi-Label Image-to-Image Translation.
Andrés Romero, Pablo Arbeláez, Luc Van Gool, Radu Timofte.
ICCV Workshops 2019. [PDF] [Github]
Image-to-Image Translation with Multi-Path Consistency Regularization.
Jianxin Lin, Yingce Xia, Yijun Wang, Tao Qin, Zhibo Chen.
IJCAI 2019. [PDF]
Asymmetric Generative Adversarial Networks for Image-to-Image Translation.
Hao Tang, Dan Xu, Hong Liu, Nicu Sebe.
arxiv, 14 Dec 2019 (ACCV 2018 Extension) [PDF] [GitHub]
PPN2V: Fully Unsupervised Probabilistic Noise2Void.
Mangal Prakash, Manan Lalit, Pavel Tomancak, Alexander Krull, Florian Jug.
arxiv, 27 Nov 2019. [PDF] [GitHub] [MPI-CBG: Max-Planck Institute of Molecular Cell Biology and Genetics]
PN2V:Probabilistic Noise2Void: Unsupervised Content-Aware Denoising.
Alexander Krull, Tomas Vicar, Florian Jug.
arxiv, 3 Jun 2019. [PDF] [Github]
Unpaired Image Translation via Adaptive Convolution-based Normalization.
Wonwoong Cho, Kangyeol Kim, Eungyeup Kim, Hyunwoo J. Kim, Jaegul Choo.
arxiv, 29 Nov 2019. [PDF]
EDIT: Exemplar-Domain Aware Image-to-Image Translation.
Yuanbin Fu, Jiayi Ma, Lin Ma, Xiaojie Guo.
arxiv, 24 Nov 2019. [PDF] [GitHub]
Council-GAN: Breaking the cycle - Colleagues are all you need.
Ori Nizan, Ayellet Tal.
arxiv, 24 Nov 2019. [PDF]
injectionGAN: Toward Learning a Unified Many-to-Many Mapping for Diverse Image Translation.
Wenju Xu, Shawn Keshmiri, Guanghui Wang.
arxiv 2019. [PDF]
Cross-Domain Cascaded Deep Feature Translation.
Oren Katzir, Dani Lischinski, Daniel Cohen-Or.
arxiv 2019. [PDF]
AGUIT: Attribute Guided Unpaired Image-to-Image Translation with Semi-supervised Learning.
Xinyang Li, Jie Hu, Shengchuan Zhang, Xiaopeng Hong, Qixiang Ye, Chenglin Wu, Rongrong Ji.
arxiv 2019. [PDF] [Github]
CrossNet: Latent Cross-Consistency for Unpaired Image Translation.
Omry Sendik, Dani Lischinski, Daniel Cohen-Or.
arxiv 2019. [PDF]
- pix2pix: [Project] [Code] [Paper]
- BicycleGAN: [Code] [Tensorflow]
- CycleGAN: [Project] [CycleGAN] [pytorch-CycleGAN-and-pix2pix] [Full Paper]
- DualGAN: [Code] [Paper]
- DiscoGAN: [Code] [Paper]
- StarGAN: [Code] [Paper]
- VAE-GAN: [Code] [Paper]
- UNIT:[Code]
- cVAE-GAN: [Paper]
- DTN: [Code] [Paper]
- FaderNets: [Code] [Paper]
- IcGAN: [Code] [Paper]
- GeneGAN: [Code] [Paper]
- Face-Age-cGAN: [Paper]
- DAGAN: Deep Attention GAN
This work is licensed under a Creative Commons Attribution 4.0 International License.
