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 126–150 of 1184 papers

Title	Date	Tasks	Status	Hype
Mapping New Realities: Ground Truth Image Creation with Pix2Pix Image-to-Image Translation	Apr 30, 2024	Image-to-Image Translation	—Unverified	0
SRAGAN: Saliency Regularized and Attended Generative Adversarial Network for Chinese Ink-wash Painting Generation	Apr 24, 2024	Generative Adversarial NetworkImage Stylization	—Unverified	0
Multi-Sensor Diffusion-Driven Optical Image Translation for Large-Scale Applications	Apr 17, 2024	Change DetectionDenoising	—Unverified	0
Exploring selective image matching methods for zero-shot and few-sample unsupervised domain adaptation of urban canopy prediction	Apr 16, 2024	Domain AdaptationImage-to-Image Translation	—Unverified	0
WB LUTs: Contrastive Learning for White Balancing Lookup Tables	Apr 15, 2024	Contrastive LearningImage-to-Image Translation	CodeCode Available	1
SyntStereo2Real: Edge-Aware GAN for Remote Sensing Image-to-Image Translation while Maintaining Stereo Constraint	Apr 14, 2024	Autonomous DrivingDomain Generalization	—Unverified	0
Implicit Multi-Spectral Transformer: An Lightweight and Effective Visible to Infrared Image Translation Model	Apr 10, 2024	BenchmarkingImage-to-Image Translation	CodeCode Available	1
DiffHarmony: Latent Diffusion Model Meets Image Harmonization	Apr 9, 2024	Image CompressionImage Generation	CodeCode Available	1
MoMA: Multimodal LLM Adapter for Fast Personalized Image Generation	Apr 8, 2024	Image GenerationImage-to-Image Translation	CodeCode Available	3
Anatomical Conditioning for Contrastive Unpaired Image-to-Image Translation of Optical Coherence Tomography Images	Apr 8, 2024	Contrastive LearningDecoder	CodeCode Available	0
Cascaded Multi-path Shortcut Diffusion Model for Medical Image Translation	Apr 6, 2024	Image-to-Image TranslationTranslation	—Unverified	0
Dynamic Conditional Optimal Transport through Simulation-Free Flows	Apr 5, 2024	Image-to-Image Translation	CodeCode Available	0
Translation-based Video-to-Video Synthesis	Apr 3, 2024	ColorizationImage-to-Image Translation	—Unverified	0
Diffusion based Zero-shot Medical Image-to-Image Translation for Cross Modality Segmentation	Apr 1, 2024	Image SegmentationImage-to-Image Translation	—Unverified	0
GAN with Skip Patch Discriminator for Biological Electron Microscopy Image Generation	Mar 31, 2024	Generative Adversarial NetworkImage Generation	—Unverified	0
StegoGAN: Leveraging Steganography for Non-Bijective Image-to-Image Translation	Mar 29, 2024	Image-to-Image TranslationTranslation	CodeCode Available	2
Do High-Performance Image-to-Image Translation Networks Enable the Discovery of Radiomic Features? Application to MRI Synthesis from Ultrasound in Prostate Cancer	Mar 27, 2024	Image-to-Image TranslationSSIM	CodeCode Available	0
Practical Applications of Advanced Cloud Services and Generative AI Systems in Medical Image Analysis	Mar 26, 2024	Anomaly DetectionDiversity	—Unverified	0
High-Resolution Image Translation Model Based on Grayscale Redefinition	Mar 26, 2024	Image-to-Image TranslationTranslation	—Unverified	0
SDXS: Real-Time One-Step Latent Diffusion Models with Image Conditions	Mar 25, 2024	DecoderGPU	CodeCode Available	4
LaMAR: Laplacian Pyramid for Multimodal Adaptive Super Resolution (Student Abstract)	Mar 24, 2024	Image-to-Image TranslationSuper-Resolution	—Unverified	0
DreamFlow: High-Quality Text-to-3D Generation by Approximating Probability Flow	Mar 22, 2024	3D GenerationImage-to-Image Translation	—Unverified	0
Shadow Generation for Composite Image Using Diffusion model	Mar 22, 2024	Image-to-Image Translation	CodeCode Available	2
Generalized Consistency Trajectory Models for Image Manipulation	Mar 19, 2024	DenoisingImage Manipulation	CodeCode Available	1
Could We Generate Cytology Images from Histopathology Images? An Empirical Study	Mar 16, 2024	Data AugmentationImage-to-Image Translation	—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