Image-to-Image papers

Image-to-Image papers

A collection of image-to-image papers.

Papers are ordered in arXiv first version submitting time (if applicable).

Feel free to send a PR or issue.

TOC

• Supervised
• Unsupervised
  • Unsupervised - General
  • Unsupervised - Attention or Mask guided
  • Unsupervised - Many-to-many (Attributes)
  • Unsupervised - Disentangled (and/or Exemplar guided)

Supervised

Note	Model	Paper	Conference	paper link	code link
	pix2pix	Image-to-Image Translation with Conditional Adversarial Networks	CVPR 2017	1611.07004	junyanz/pytorch-CycleGAN-and-pix2pix
texture guided	TextureGAN	TextureGAN: Controlling Deep Image Synthesis with Texture Patches	CVPR 2018	1706.02823	janesjanes/Pytorch-TextureGAN
	Contextual GAN	Image Generation from Sketch Constraint Using Contextual GAN	ECCV 2018	1711.08972
	pix2pix-HD	High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs	CVPR 2018	1711.11585	NVIDIA/pix2pixHD
one-to-many	BicycleGAN	Toward Multimodal Image-to-Image Translation	NIPS 2017	1711.11586	junyanz/BicycleGAN
keypoint guided	G2-GAN	Geometry Guided Adversarial Facial Expression Synthesis	MM 2018	1712.03474
	contour2im	Smart, Sparse Contours to Represent and Edit Images	CVPR 2018	1712.08232	website
disentangle	Cross-domain disentanglement networks	Image-to-image translation for cross-domain disentanglement	NIPS 2018	1805.09730
video	vid2vid	Video-to-Video Synthesis	NIPS 2018	1808.06601	NVIDIA/vid2vid
video	pix2pix-HD + Temporal Smoothing + faceGAN	Everybody Dance Now	ECCVW 2018	1808.07371	website

Unsupervised

Unsupervised - General

Note	Model	Paper	Conference	paper link	code link
	DTN	Unsupervised Cross-Domain Image Generation	ICLR 2017	1611.02200	yunjey/domain-transfer-network (unofficial)
	UNIT	Unsupervised image-to-image translation networks	NIPS 2017	1703.00848	mingyuliutw/UNIT
	DiscoGAN	Learning to Discover Cross-Domain Relations with Generative Adversarial Networks	ICML 2017	1703.05192	SKTBrain/DiscoGAN
	CycleGAN	Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks	ICCV 2017	1703.10593	junyanz/pytorch-CycleGAN-and-pix2pix
	DualGAN	DualGAN: Unsupervised Dual Learning for Image-to-Image Translation	ICCV 2017	1704.02510	duxingren14/DualGAN
	DistanceGAN	One-Sided Unsupervised Domain Mapping	NIPS 2017	1706.00826	sagiebenaim/DistanceGAN
semi supervised	Triangle GAN	Triangle Generative Adversarial Networks	NIPS 2017	1709.06548	LiqunChen0606/Triangle-GAN
	CartoonGAN	CartoonGAN: Generative Adversarial Networks for Photo Cartoonization	CVPR 2018	thecvf	unofficial test, unofficial pytorch
non-adversarial	NAM	NAM: Non-Adversarial Unsupervised Domain Mapping	ECCV 2018	1806.00804	facebookresearch/nam
	SCAN	Unsupervised Image-to-Image Translation with Stacked Cycle-Consistent Adversarial Networks	ECCV 2018	1807.08536
dilated conv, improve shape deform.	GANimorph	Improved Shape Deformation in Unsupervised Image to Image Translation	ECCV 2018	1808.04325	brownvc/ganimorph
instance aware	InstaGAN	Instance-aware image-to-image translation	ICLR 2019 (in review)	openreview

Unsupervised - Attention or Mask guided

Note	Model	Paper	Conference	paper link	code link
mask	ContrastGAN	Generative Semantic Manipulation with Mask-Contrasting GAN	ECCV 2018	1708.00315
attention	DA-GAN	DA-GAN: Instance-level Image Translation by Deep Attention Generative Adversarial Networks	CVPR 2018	1802.06454
mask / attention	Attention-GAN	Attention-GAN for Object Transfiguration in Wild Images		1803.06798
attention	Attention guided GAN	Unsupervised Attention-guided Image to Image Translation	NIPS 2018	1806.02311	AlamiMejjati/Unsupervised-Attention-guided-Image-to-Image-Translation
attention, one-sided		Show, Attend and Translate: Unsupervised Image Translation with Self-Regularization and Attention		1806.06195

Unsupervised - Many-to-many (Attributes)

Note	Model	Paper	Conference	paper link	code link
	Conditional CycleGAN	Conditional CycleGAN for Attribute Guided Face Image Generation	ECCV 2018	1705.09966
	StarGAN	StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translation	CVPR 2018	1711.09020	yunjey/StarGAN
	AttGAN	AttGAN: Facial Attribute Editing by Only Changing What You Want		1711.10678	LynnHo/AttGAN-Tensorflow
	ComboGAN	ComboGAN: Unrestrained Scalability for Image Domain Translation	CVPRW 2018	1712.06909	AAnoosheh/ComboGAN
	AugCGAN (Augmented CycleGAN)	Augmented CycleGAN: Learning Many-to-Many Mappings from Unpaired Data	ICML 2018	1802.10151	aalmah/augmented_cyclegan
sparsely grouped dataset	SG-GAN	Sparsely Grouped Multi-task Generative Adversarial Networks for Facial Attribute Manipulation	MM 2018	1805.07509	zhangqianhui/Sparsely-Grouped-GAN
	GANimation	GANimation: Anatomically-aware Facial Animation from a Single Image	ECCV 2018 (honorable mention)	1807.09251	albertpumarola/GANimation

Unsupervised - Disentangled (and/or Exemplar guided)

Note	Model	Paper	Conference	paper link	code link
	XGAN	XGAN: Unsupervised Image-to-Image Translation for Many-to-Many Mappings	ICML 2018	1711.05139	dataset
	ELEGANT	ELEGANT: Exchanging Latent Encodings with GAN for Transferring Multiple Face Attributes	ECCV 2018	1803.10562	Prinsphield/ELEGANT
	MUNIT	Multimodal Unsupervised Image-to-Image Translation	ECCV 2018	1804.04732	NVlabs/MUNIT
	cd-GAN (Conditional DualGAN)	Conditional Image-to-Image Translation	CVPR 2018	1805.00251
	EG-UNIT	Exemplar Guided Unsupervised Image-to-Image Translation		1805.11145
	DRIT	Diverse Image-to-Image Translation via Disentangled Representations	ECCV 2018	1808.00948	HsinYingLee/DRIT
non-disentangle, face makeup guided	BeautyGAN	BeautyGAN: Instance-level Facial Makeup Transfer with Deep Generative Adversarial Network	MM 2018	author
	UFDN	A Unified Feature Disentangler for Multi-Domain Image Translation and Manipulation	NIPS 2018	1809.01361	Alexander-H-Liu/UFDN