Image-to-Image的论文汇总

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本文选自github

作者：lzhbrian

编译：ronghuaiyang

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图像生成一直是计算机视觉领域非常有意思的方向，图像到图像的变换是其中一个非常重要的应用，使用图像到图像的变换，可以完成非常多有趣的应用，可以把黑熊变成熊猫，把你的照片换成别人的表情，还可以把普通的照片变成毕加索风格的油画，自从GAN横空出世之后，这方面的应用也越来越多，下面是对这个领域的相关论文的一个整理，而且大部分都有代码！

github地址：https://github.com/lzhbrian/image-to-image-papers

这是一个图像到图像的论文的汇总。

论文按照arXiv上第一次提交时间排序。

监督学习

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
	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
一对多	BicycleGAN	Toward Multimodal Image-to-Image Translation	NIPS 2017	1711.11586	junyanz/BicycleGAN
	contour2im	Smart, Sparse Contours to Represent and Edit Images	CVPR 2018	1712.08232	website
分离	Cross-domain disentanglement networks	Image-to-image translation for cross-domain disentanglement	NIPS 2018	1805.09730

非监督学习

非监督学习- 通用

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
	Triangle GAN	Triangle Generative Adversarial Networks	NIPS 2017	1709.06548	LiqunChen0606/Triangle-GAN
特征点导向	G2-GAN	Geometry Guided Adversarial Facial Expression Synthesis	MM 2018	1712.03474
	CartoonGAN	CartoonGAN: Generative Adversarial Networks for Photo Cartoonization	CVPR 2018	thecvf	unofficial test, unofficial pytorch
非对抗	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
空洞卷积，提高形状的变形	GANimorph	Improved Shape Deformation in Unsupervised Image to Image Translation	ECCV 2018	1808.04325	brownvc/ganimorph
实例感知	InstaGAN	Instance-aware image-to-image translation	ICLR 2019 (in review)	openreview

非监督学习- 注意力机制或者模板导向机制

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

非监督学习-多对多(属性)

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
	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

非监督学习- 分离(与/或样本导向)

Note	Model	Paper	Conference	paper link	code link
非分离, 纹理导向	TextureGAN	TextureGAN: Controlling Deep Image Synthesis with Texture Patches	CVPR 2018	1706.02823	janesjanes/Pytorch-TextureGAN
	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
分分离, 人脸化妆导向	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

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