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 11–20 of 1184 papers

Title	Date	Tasks	Status	Hype
AllMetrics: A Unified Python Library for Standardized Metric Evaluation and Robust Data Validation in Machine Learning	May 21, 2025	Image-to-Image Translation	CodeCode Available	0
Image-to-Image Translation with Diffusion Transformers and CLIP-Based Image Conditioning	May 21, 2025	DenoisingDomain Adaptation	—Unverified	0
A Deep Learning Framework for Two-Dimensional, Multi-Frequency Propagation Factor Estimation	May 21, 2025	Image-to-Image Translation	—Unverified	0
From Fibers to Cells: Fourier-Based Registration Enables Virtual Cresyl Violet Staining From 3D Polarized Light Imaging	May 16, 2025	Image-to-Image TranslationVirtual Staining	CodeCode Available	0
MIPHEI-ViT: Multiplex Immunofluorescence Prediction from H&E Images using ViT Foundation Models	May 15, 2025	Image-to-Image TranslationMedical Image Analysis	CodeCode Available	1
Enhancing AI Face Realism: Cost-Efficient Quality Improvement in Distilled Diffusion Models with a Fully Synthetic Dataset	May 4, 2025	Image GenerationImage-to-Image Translation	—Unverified	0
PhytoSynth: Leveraging Multi-modal Generative Models for Crop Disease Data Generation with Novel Benchmarking and Prompt Engineering Approach	May 3, 2025	BenchmarkingImage-to-Image Translation	—Unverified	0
Using street view imagery and deep generative modeling for estimating the health of urban forests	Apr 20, 2025	Image-to-Image Translation	—Unverified	0
RASMD: RGB And SWIR Multispectral Driving Dataset for Robust Perception in Adverse Conditions	Apr 10, 2025	Autonomous DrivingImage-to-Image Translation	—Unverified	0
OSDM-MReg: Multimodal Image Registration based One Step Diffusion Model	Apr 8, 2025	DenoisingImage Registration	—Unverified	0

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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