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 151–175 of 1184 papers

Title	Date	Tasks	Status	Hype
Could We Generate Cytology Images from Histopathology Images? An Empirical Study	Mar 16, 2024	Data AugmentationImage-to-Image Translation	—Unverified	0
Multiscale Low-Frequency Memory Network for Improved Feature Extraction in Convolutional Neural Networks	Mar 13, 2024	image-classificationImage Classification	CodeCode Available	1
Versatile Defense Against Adversarial Attacks on Image Recognition	Mar 13, 2024	Image-to-Image Translation	—Unverified	0
BraSyn 2023 challenge: Missing MRI synthesis and the effect of different learning objectives	Mar 12, 2024	Brain Tumor SegmentationDeep Learning	—Unverified	0
Spectrum Translation for Refinement of Image Generation (STIG) Based on Contrastive Learning and Spectral Filter Profile	Mar 8, 2024	Contrastive LearningFace Swapping	CodeCode Available	0
Scene Depth Estimation from Traditional Oriental Landscape Paintings	Mar 6, 2024	Depth EstimationImage-to-Image Translation	—Unverified	0
(Un)paired signal-to-signal translation with 1D conditional GANs	Mar 5, 2024	Audio GenerationGenerative Adversarial Network	—Unverified	0
FSL-Rectifier: Rectify Outliers in Few-Shot Learning via Test-Time Augmentation	Feb 28, 2024	Data AugmentationFew-Shot Learning	CodeCode Available	0
NocPlace: Nocturnal Visual Place Recognition via Generative and Inherited Knowledge Transfer	Feb 27, 2024	Image GenerationImage-to-Image Translation	CodeCode Available	1
Stochastic Conditional Diffusion Models for Robust Semantic Image Synthesis	Feb 26, 2024	Conditional Image GenerationImage Generation	CodeCode Available	1
Improving Deep Generative Models on Many-To-One Image-to-Image Translation	Feb 19, 2024	Image-to-Image TranslationTranslation	—Unverified	0
Revisiting registration-based synthesis: A focus on unsupervised MR image synthesis	Feb 19, 2024	AnatomyImage Generation	—Unverified	0
Radio-astronomical Image Reconstruction with Conditional Denoising Diffusion Model	Feb 15, 2024	AstronomyDenoising	CodeCode Available	1
Improving 2D-3D Dense Correspondences with Diffusion Models for 6D Object Pose Estimation	Feb 9, 2024	6D Pose Estimation using RGBBenchmarking	—Unverified	0
Translating the future: Image-to-image translation for the prediction of future brain metabolism	Feb 6, 2024	Image-to-Image Translation	—Unverified	0
Ambient-Pix2PixGAN for Translating Medical Images from Noisy Data	Feb 2, 2024	Image-to-Image TranslationTranslation	—Unverified	0
Closing the Gap in Human Behavior Analysis: A Pipeline for Synthesizing Trimodal Data	Feb 2, 2024	Image-to-Image Translation	—Unverified	0
Diffusion Model Compression for Image-to-Image Translation	Jan 31, 2024	Conditional Image GenerationDenoising	—Unverified	0
CIMGEN: Controlled Image Manipulation by Finetuning Pretrained Generative Models on Limited Data	Jan 23, 2024	Conditional Image GenerationImage Generation	—Unverified	0
BlenDA: Domain Adaptive Object Detection through diffusion-based blending	Jan 18, 2024	Domain AdaptationImage-to-Image Translation	CodeCode Available	1
E^2GAN: Efficient Training of Efficient GANs for Image-to-Image Translation	Jan 11, 2024	Image-to-Image Translation	—Unverified	0
Re:Draw -- Context Aware Translation as a Controllable Method for Artistic Production	Jan 7, 2024	Image-to-Image TranslationTranslation	—Unverified	0
MirrorDiffusion: Stabilizing Diffusion Process in Zero-shot Image Translation by Prompts Redescription and Beyond	Jan 6, 2024	DenoisingDomain Adaptation	—Unverified	0
RainSD: Rain Style Diversification Module for Image Synthesis Enhancement using Feature-Level Style Distribution	Dec 31, 2023	Autonomous DrivingAutonomous Vehicles	—Unverified	0
CycleGAN Models for MRI Image Translation	Dec 28, 2023	Image GenerationImage-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