Image-to-Image Translation

Image-to-Image Translation is a task in computer vision and machine learning where the goal is to learn a mapping between an input image and an output image, such that the output image can be used to perform a specific task, such as style transfer, data augmentation, or image restoration.

( Image credit: Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–75 of 1184 papers

Title	Date	Tasks	Status	Hype
Deep Generation of Face Images from Sketches	Jun 1, 2020	Image-to-Image TranslationTranslation	CodeCode Available	1
Deep Multimodal Fusion by Channel Exchanging	Nov 10, 2020	Image-to-Image TranslationSemantic Segmentation	CodeCode Available	1
Deep Cyclic Generative Adversarial Residual Convolutional Networks for Real Image Super-Resolution	Sep 7, 2020	Generative Adversarial NetworkImage Super-Resolution	CodeCode Available	1
Alleviating Semantics Distortion in Unsupervised Low-Level Image-to-Image Translation via Structure Consistency Constraint	Jan 1, 2022	Image-to-Image TranslationTranslation	CodeCode Available	1
Asymmetric GANs for Image-to-Image Translation	Dec 14, 2019	Image-to-Image TranslationTranslation	CodeCode Available	1
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation	Nov 29, 2021	Domain AdaptationImage-to-Image Translation	CodeCode Available	1
Adaptive Supervised PatchNCE Loss for Learning H&E-to-IHC Stain Translation with Inconsistent Groundtruth Image Pairs	Mar 10, 2023	Contrastive LearningImage-to-Image Translation	CodeCode Available	1
Deep Anomaly Generation: An Image Translation Approach of Synthesizing Abnormal Banded Chromosome Images	Sep 20, 2021	Data AugmentationImage-to-Image Translation	CodeCode Available	1
Facial-Sketch Synthesis: A New Challenge	Dec 31, 2021	Image-to-Image TranslationStyle Transfer	CodeCode Available	1
A Mobile Robot Hand-Arm Teleoperation System by Vision and IMU	Mar 11, 2020	AnatomyImage-to-Image Translation	CodeCode Available	1
DeepHist: Differentiable Joint and Color Histogram Layers for Image-to-Image Translation	May 6, 2020	ColorizationImage Colorization	CodeCode Available	1
DeepI2I: Enabling Deep Hierarchical Image-to-Image Translation by Transferring from GANs	Nov 11, 2020	AttributeImage-to-Image Translation	CodeCode Available	1
DeepFacePencil: Creating Face Images from Freehand Sketches	Aug 31, 2020	DiversityImage-to-Image Translation	CodeCode Available	1
RL-I2IT: Image-to-Image Translation with Deep Reinforcement Learning	Sep 24, 2023	Auxiliary LearningDecision Making	CodeCode Available	1
Cross-View Image Synthesis using Conditional GANs	Mar 9, 2018	Cross-View Image-to-Image TranslationImage Generation	CodeCode Available	1
Adaptive Latent Diffusion Model for 3D Medical Image to Image Translation: Multi-modal Magnetic Resonance Imaging Study	Nov 1, 2023	Image GenerationImage-to-Image Translation	CodeCode Available	1
CUNSB-RFIE: Context-aware Unpaired Neural Schr"odinger Bridge in Retinal Fundus Image Enhancement	Sep 17, 2024	Image EnhancementImage-to-Image Translation	CodeCode Available	1
Cross-domain Correspondence Learning for Exemplar-based Image Translation	Apr 12, 2020	Image GenerationImage-to-Image Translation	CodeCode Available	1
CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea Segmentation	Jan 8, 2022	Brain SegmentationDomain Adaptation	CodeCode Available	1
cWDM: Conditional Wavelet Diffusion Models for Cross-Modality 3D Medical Image Synthesis	Nov 26, 2024	Brain Tumor SegmentationImage Generation	CodeCode Available	1
Contrastive Learning for Unpaired Image-to-Image Translation	Jul 30, 2020	Contrastive LearningImage Generation	CodeCode Available	1
Controllable Person Image Synthesis with Spatially-Adaptive Warped Normalization	May 31, 2021	Image GenerationImage-to-Image Translation	CodeCode Available	1
A framework for data-driven solution and parameter estimation of PDEs using conditional generative adversarial networks	May 27, 2021	Computational EfficiencyImage-to-Image Translation	CodeCode Available	1
A Style-aware Discriminator for Controllable Image Translation	Mar 29, 2022	Image ManipulationImage-to-Image Translation	CodeCode Available	1
AT-DDPM: Restoring Faces degraded by Atmospheric Turbulence using Denoising Diffusion Probabilistic Models	Aug 24, 2022	Image RestorationImage Super-Resolution	CodeCode Available	1

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All datasets SYNTHIA-to-Cityscapes GTAV-to-Cityscapes Labels Cityscapes Labels-to-Photo ADE20K Labels-to-Photos COCO-Stuff Labels-to-Photos ADE20K-Outdoor Labels-to-Photos CelebA-HQ Cityscapes-to-Foggy Cityscapes cat2dog Cityscapes Photo-to-Labels BCI FLIR

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	HRDA + PiPa	mIoU (13 classes)	74.8	—	Unverified
2	MIC	mIoU (13 classes)	74	—	Unverified
3	HRDA	mIoU (13 classes)	72.4	—	Unverified
4	SePiCo	mIoU (13 classes)	71.4	—	Unverified
5	CAMix (w DAFormer)	mIoU (13 classes)	69.2	—	Unverified
6	DAFormer + ProCST	mIoU (13 classes)	68.2	—	Unverified
7	DAFormer	mIoU (13 classes)	67.4	—	Unverified
8	TransDA-B	mIoU (13 classes)	66.3	—	Unverified
9	CPSL	mIoU (13 classes)	65.3	—	Unverified
10	ProDA+CRA	mIoU (13 classes)	63.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MIC	mIoU	75.9	—	Unverified
2	HRDA + PiPa	mIoU	75.6	—	Unverified
3	HRDA	mIoU	73.8	—	Unverified
4	DAFormer + PiPa	mIoU	71.7	—	Unverified
5	SePiCo	mIoU	70.3	—	Unverified
6	CAMix (w DAFormer)	mIoU	70	—	Unverified
7	DAFormer + ProCST	mIoU	69.4	—	Unverified
8	DAFormer	mIoU	68.3	—	Unverified
9	TransDA-B	mIoU	63.9	—	Unverified
10	DDB	mIoU	62.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DP-SIMS (ConvNext-L)	mIoU	76.3	—	Unverified
2	DP-GAN	mIoU	73.6	—	Unverified
3	OASIS	mIoU	69.3	—	Unverified
4	SPADE + SESAME	mIoU	66	—	Unverified
5	CC-FPSE	mIoU	65.5	—	Unverified
6	SPADE + FFL	mIoU	64.2	—	Unverified
7	CC-FPSE-AUG	mIoU	63.1	—	Unverified
8	SPADE	mIoU	62.3	—	Unverified
9	SB-GAN	FID	60.39	—	Unverified
10	pix2pixHD	mIoU	58.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Pix2PixHD-AUG	Accuracy	77.9	—	Unverified
2	DP-SIMS (ConvNext-L)	mIoU	54.3	—	Unverified
3	DP-GAN	mIoU	52.7	—	Unverified
4	SCDM	mIoU	49.4	—	Unverified
5	SPADE + SESAME	mIoU	49	—	Unverified
6	OASIS	mIoU	48.8	—	Unverified
7	CC-FPSE-AUG	mIoU	44	—	Unverified
8	CC-FPSE	mIoU	43.7	—	Unverified
9	SPADE	mIoU	38.5	—	Unverified
10	VQGAN+Transformer	FID	35.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	pix2pixHD	FID	111.5	—	Unverified
2	CRN	FID	70.4	—	Unverified
3	Pix2PixHD-AUG	FID	54.2	—	Unverified
4	USIS-Wavelet	FID	28.6	—	Unverified
5	USIS	FID	27.8	—	Unverified
6	SPADE	FID	22.6	—	Unverified
7	VQGAN+Transformer	FID	22.4	—	Unverified
8	CC-FPSE	FID	19.2	—	Unverified
9	CC-FPSE-AUG	FID	19.1	—	Unverified
10	OASIS	FID	17	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CoCosNet	FID	42.4	—	Unverified
2	DP-GAN	mIoU	40.4	—	Unverified
3	OASIS	mIoU	40.4	—	Unverified
4	SPADE	mIoU	30.8	—	Unverified
5	pix2pixHD	mIoU	17.4	—	Unverified
6	CRN	mIoU	16.5	—	Unverified
7	SIMS	mIoU	13.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EGSDE	FID	30.61	—	Unverified
2	PonoSPadaIN	FID	23.8	—	Unverified
3	PHStarGANv2 n=3	FID	16.63	—	Unverified
4	PHStarGANv2 n=4	FID	16.54	—	Unverified
5	CoCosNet	FID	14.3	—	Unverified
6	StarGAN v2	FID	13.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MIC	mAP	47.6	—	Unverified
2	SSA-DA	mAP	42.5	—	Unverified
3	MCAR	mAP	38.8	—	Unverified
4	Progressive Domain Adaptation	mAP	36.9	—	Unverified
5	Diversify & Match	mAP	34.6	—	Unverified
6	FRCNN in the wild	mAP	27.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CouncilGAN	DFID	172.5	—	Unverified
2	DRIT++	DFID	160.1	—	Unverified
3	StarGANv2	DFID	53.6	—	Unverified
4	GNR	DFID	26.1	—	Unverified
5	U-GAT-IT	Kernel Inception Distance	7.07	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	pix2pix	Class IOU	0.32	—	Unverified
2	CycleGAN	Class IOU	0.16	—	Unverified
3	CoGAN	Class IOU	0.08	—	Unverified
4	SimGAN	Class IOU	0.07	—	Unverified
5	BiGAN	Class IOU	0.07	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	pyramidpix2pix	Average PSNR	21.16	—	Unverified
2	pix2pixHD	Average PSNR	19.63	—	Unverified
3	pix2pix	Average PSNR	19.33	—	Unverified
4	cycleGAN	Average PSNR	16.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Pix2Next	PSNR	23.45	—	Unverified
2	IRFormer	PSNR	17.74	—	Unverified
3	BCI	PSNR	11.14	—	Unverified
4	pix2pix	PSNR	4.19	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CycleGAN	Frechet Inception Distance	89.7	—	Unverified
2	PoL (CycleGAN)	Frechet Inception Distance	53	—	Unverified
3	CycleGANAS	Frechet Inception Distance	38.06	—	Unverified
4	U-GAT-IT	Kernel Inception Distance	7.06	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	pyramidpix2pix	PSNR	12.19	—	Unverified
2	cycleGAN	PSNR	11.22	—	Unverified
3	pix2pixHD	PSNR	11.16	—	Unverified
4	pix2pix	PSNR	10.77	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	IcGAN	Classification Error	8.07	—	Unverified
2	CycleGAN	Classification Error	5.99	—	Unverified
3	DIA	Classification Error	4.1	—	Unverified
4	StarGAN	Classification Error	2.12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DRIT++	DFID	94.6	—	Unverified
2	StarGANv2	DFID	83	—	Unverified
3	CouncilGAN	DFID	56.2	—	Unverified
4	GNR	DFID	35.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PoL (CycleGAN)	Frechet Inception Distance	152.7	—	Unverified
2	CycleGAN	Frechet Inception Distance	151.4	—	Unverified
3	U-GAT-IT	Kernel Inception Distance	4.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CycleGAN	Frechet Inception Distance	163.4	—	Unverified
2	PoL (CycleGAN)	Frechet Inception Distance	134.4	—	Unverified
3	U-GAT-IT	Kernel Inception Distance	5.61	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PoL (CycleGAN)	Frechet Inception Distance	112.3	—	Unverified
2	CycleGAN	Frechet Inception Distance	110.5	—	Unverified
3	U-GAT-IT	Kernel Inception Distance	7.47	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	cGAN	Class IOU	0.26	—	Unverified
2	DualGAN	Class IOU	0.09	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	StarGAN v2	LPIPS	0.52	—	Unverified
2		LPIPS	0.12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	U-GAT-IT	Kernel Inception Distance	11.52	—	Unverified
2	FQ-GAN	Kernel Inception Distance	10.23	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CoCosNet	FID	14.4	—	Unverified
2	INADE	FID	9.97	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	InstaGAN	classification score	78.1	—	Unverified
2	CycleGAN	classification score	59.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	U-GAT-IT	Kernel Inception Distance	11.61	—	Unverified
2	FQ-GAN	Kernel Inception Distance	11.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CyCADA	mIoU	63.3	—	Unverified
2	FCNs in the wild	mIoU	59.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	hi	10 way 1~2 shot	457	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SB-GAN	FID	48.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EGSDE	FID	51.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EGSDE	FID	50.43	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Shared discriminator GAN	Kernel Inception Distance	4.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResViT	PSNR	26.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	U-GAT-IT	Kernel Inception Distance	8.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SynDiff	PSNR	30.42	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SRNet	Average PSNR	21.12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	U-GAT-IT	Kernel Inception Distance	1.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	U-GAT-IT	Kernel Inception Distance	1.69	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Shared discriminator GAN	Kernel Inception Distance	5.8	—	Unverified