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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

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Showing 1–50 of 1184 papers

TitleStatusHype
CycleVAR: Repurposing Autoregressive Model for Unsupervised One-Step Image TranslationCode1
ThermalDiffusion: Visual-to-Thermal Image-to-Image Translation for Autonomous Navigation—0
Transforming H&E images into IHC: A Variance-Penalized GAN for Precision Oncology—0
Optimal Transport Driven Asymmetric Image-to-Image Translation for Nuclei Segmentation of Histological Images—0
Deep learning image burst stacking to reconstruct high-resolution ground-based solar observations—0
Multi-Platform Methane Plume Detection via Model and Domain Adaptation—0
Segmenting France Across Four CenturiesCode0
Cora: Correspondence-aware image editing using few step diffusionCode1
Unpaired Image-to-Image Translation for Segmentation and Signal Unmixing—0
Paired and Unpaired Image to Image Translation using Generative Adversarial Networks—0
Image-to-Image Translation with Diffusion Transformers and CLIP-Based Image Conditioning—0
AllMetrics: A Unified Python Library for Standardized Metric Evaluation and Robust Data Validation in Machine LearningCode0
A Deep Learning Framework for Two-Dimensional, Multi-Frequency Propagation Factor Estimation—0
From Fibers to Cells: Fourier-Based Registration Enables Virtual Cresyl Violet Staining From 3D Polarized Light ImagingCode0
MIPHEI-ViT: Multiplex Immunofluorescence Prediction from H&E Images using ViT Foundation ModelsCode1
Enhancing AI Face Realism: Cost-Efficient Quality Improvement in Distilled Diffusion Models with a Fully Synthetic Dataset—0
PhytoSynth: Leveraging Multi-modal Generative Models for Crop Disease Data Generation with Novel Benchmarking and Prompt Engineering Approach—0
Using street view imagery and deep generative modeling for estimating the health of urban forests—0
RASMD: RGB And SWIR Multispectral Driving Dataset for Robust Perception in Adverse Conditions—0
OSDM-MReg: Multimodal Image Registration based One Step Diffusion Model—0
GAMBAS: Generalised-Hilbert Mamba for Super-resolution of Paediatric Ultra-Low-Field MRICode0
ADA-Net: Attention-Guided Domain Adaptation Network with Contrastive Learning for Standing Dead Tree Segmentation Using Aerial ImageryCode0
Leveraging Generalizability of Image-to-Image Translation for Enhanced Adversarial Defense—0
Adversarial Wear and Tear: Exploiting Natural Damage for Generating Physical-World Adversarial Examples—0
Contrastive Learning Guided Latent Diffusion Model for Image-to-Image Translation—0
Whole-Body Image-to-Image Translation for a Virtual Scanner in a Healthcare Digital Twin—0
DPCS: Path Tracing-Based Differentiable Projector-Camera Systems—0
Alias-Free Latent Diffusion Models:Improving Fractional Shift Equivariance of Diffusion Latent SpaceCode2
Electromyography-Informed Facial Expression Reconstruction for Physiological-Based Synthesis and Analysis—0
LBM: Latent Bridge Matching for Fast Image-to-Image TranslationCode4
LapLoss: Laplacian Pyramid-based Multiscale loss for Image Translation—0
Generalizable Image Repair for Robust Visual Autonomous RacingCode0
Single-image Reflectance and Transmittance Estimation from Any Flatbed Scanner—0
Semantically Robust Unsupervised Image Translation for Paired Remote Sensing Images—0
Unpaired Image-to-Image Translation with Content Preserving Perspective: A Review—0
Overcoming Fake Solutions in Semi-Dual Neural Optimal Transport: A Smoothing Approach for Learning the Optimal Transport Plan—0
Learning to Synthesize Compatible Fashion Items Using Semantic Alignment and Collocation Classification: An Outfit Generation Framework—0
Style transfer as data augmentation: evaluating unpaired image-to-image translation models in mammography—0
FCBoost-Net: A Generative Network for Synthesizing Multiple Collocated Outfits via Fashion Compatibility Boosting—0
Influence of High-Performance Image-to-Image Translation Networks on Clinical Visual Assessment and Outcome Prediction: Utilizing Ultrasound to MRI Translation in Prostate Cancer—0
Generative AI for Vision: A Comprehensive Study of Frameworks and Applications—0
Trustworthy image-to-image translation: evaluating uncertainty calibration in unpaired training scenarios—0
EfficientVITON: An Efficient Virtual Try-On Model using Optimized Diffusion Process—0
Knowledge Distillation for Image Restoration : Simultaneous Learning from Degraded and Clean Images—0
PhysicsGen: Can Generative Models Learn from Images to Predict Complex Physical Relations?—0
OpticalNet: An Optical Imaging Dataset and Benchmark Beyond the Diffraction Limit—0
Alias-Free Latent Diffusion Models: Improving Fractional Shift Equivariance of Diffusion Latent Space—0
Deterministic Image-to-Image Translation via Denoising Brownian Bridge Models with Dual ApproximatorsCode1
NijiGAN: Transform What You See into Anime with Contrastive Semi-Supervised Learning and Neural Ordinary Differential Equations—0
Diffusion-Based Conditional Image Editing through Optimized Inference with Guidance—0
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All datasetsSYNTHIA-to-CityscapesGTAV-to-Cityscapes LabelsCityscapes Labels-to-PhotoADE20K Labels-to-PhotosCOCO-Stuff Labels-to-PhotosADE20K-Outdoor Labels-to-PhotosCelebA-HQCityscapes-to-Foggy Cityscapescat2dogCityscapes Photo-to-LabelsBCIFLIR

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HRDA + PiPamIoU (13 classes)74.8—Unverified
2MICmIoU (13 classes)74—Unverified
3HRDAmIoU (13 classes)72.4—Unverified
4SePiComIoU (13 classes)71.4—Unverified
5CAMix (w DAFormer)mIoU (13 classes)69.2—Unverified
6DAFormer + ProCSTmIoU (13 classes)68.2—Unverified
7DAFormermIoU (13 classes)67.4—Unverified
8TransDA-BmIoU (13 classes)66.3—Unverified
9CPSLmIoU (13 classes)65.3—Unverified
10ProDA+CRAmIoU (13 classes)63.7—Unverified
#ModelMetricClaimedVerifiedStatus
1MICmIoU75.9—Unverified
2HRDA + PiPamIoU75.6—Unverified
3HRDAmIoU73.8—Unverified
4DAFormer + PiPamIoU71.7—Unverified
5SePiComIoU70.3—Unverified
6CAMix (w DAFormer)mIoU70—Unverified
7DAFormer + ProCSTmIoU69.4—Unverified
8DAFormermIoU68.3—Unverified
9TransDA-BmIoU63.9—Unverified
10DDBmIoU62.7—Unverified
#ModelMetricClaimedVerifiedStatus
1DP-SIMS (ConvNext-L)mIoU76.3—Unverified
2DP-GANmIoU73.6—Unverified
3OASISmIoU69.3—Unverified
4SPADE + SESAMEmIoU66—Unverified
5CC-FPSEmIoU65.5—Unverified
6SPADE + FFLmIoU64.2—Unverified
7CC-FPSE-AUGmIoU63.1—Unverified
8SPADEmIoU62.3—Unverified
9SB-GANFID60.39—Unverified
10pix2pixHDmIoU58.3—Unverified
#ModelMetricClaimedVerifiedStatus
1Pix2PixHD-AUGAccuracy77.9—Unverified
2DP-SIMS (ConvNext-L)mIoU54.3—Unverified
3DP-GANmIoU52.7—Unverified
4SCDMmIoU49.4—Unverified
5SPADE + SESAMEmIoU49—Unverified
6OASISmIoU48.8—Unverified
7CC-FPSE-AUGmIoU44—Unverified
8CC-FPSEmIoU43.7—Unverified
9SPADEmIoU38.5—Unverified
10VQGAN+TransformerFID35.5—Unverified
#ModelMetricClaimedVerifiedStatus
1pix2pixHDFID111.5—Unverified
2CRNFID70.4—Unverified
3Pix2PixHD-AUGFID54.2—Unverified
4USIS-WaveletFID28.6—Unverified
5USISFID27.8—Unverified
6SPADEFID22.6—Unverified
7VQGAN+TransformerFID22.4—Unverified
8CC-FPSEFID19.2—Unverified
9CC-FPSE-AUGFID19.1—Unverified
10OASISFID17—Unverified
#ModelMetricClaimedVerifiedStatus
1CoCosNetFID42.4—Unverified
2DP-GANmIoU40.4—Unverified
3OASISmIoU40.4—Unverified
4SPADEmIoU30.8—Unverified
5pix2pixHDmIoU17.4—Unverified
6CRNmIoU16.5—Unverified
7SIMSmIoU13.1—Unverified
#ModelMetricClaimedVerifiedStatus
1EGSDEFID30.61—Unverified
2PonoSPadaINFID23.8—Unverified
3PHStarGANv2 n=3FID16.63—Unverified
4PHStarGANv2 n=4FID16.54—Unverified
5CoCosNetFID14.3—Unverified
6StarGAN v2FID13.73—Unverified
#ModelMetricClaimedVerifiedStatus
1MICmAP47.6—Unverified
2SSA-DAmAP42.5—Unverified
3MCARmAP38.8—Unverified
4Progressive Domain AdaptationmAP36.9—Unverified
5Diversify & MatchmAP34.6—Unverified
6FRCNN in the wildmAP27.6—Unverified
#ModelMetricClaimedVerifiedStatus
1CouncilGANDFID172.5—Unverified
2DRIT++DFID160.1—Unverified
3StarGANv2DFID53.6—Unverified
4GNRDFID26.1—Unverified
5U-GAT-ITKernel Inception Distance7.07—Unverified
#ModelMetricClaimedVerifiedStatus
1pix2pixClass IOU0.32—Unverified
2CycleGANClass IOU0.16—Unverified
3CoGANClass IOU0.08—Unverified
4SimGANClass IOU0.07—Unverified
5BiGANClass IOU0.07—Unverified
#ModelMetricClaimedVerifiedStatus
1pyramidpix2pixAverage PSNR21.16—Unverified
2pix2pixHDAverage PSNR19.63—Unverified
3pix2pixAverage PSNR19.33—Unverified
4cycleGANAverage PSNR16.2—Unverified
#ModelMetricClaimedVerifiedStatus
1Pix2NextPSNR23.45—Unverified
2IRFormerPSNR17.74—Unverified
3BCIPSNR11.14—Unverified
4pix2pixPSNR4.19—Unverified
#ModelMetricClaimedVerifiedStatus
1CycleGANFrechet Inception Distance89.7—Unverified
2PoL (CycleGAN)Frechet Inception Distance53—Unverified
3CycleGANASFrechet Inception Distance38.06—Unverified
4U-GAT-ITKernel Inception Distance7.06—Unverified
#ModelMetricClaimedVerifiedStatus
1pyramidpix2pixPSNR12.19—Unverified
2cycleGANPSNR11.22—Unverified
3pix2pixHDPSNR11.16—Unverified
4pix2pixPSNR10.77—Unverified
#ModelMetricClaimedVerifiedStatus
1IcGANClassification Error8.07—Unverified
2CycleGANClassification Error5.99—Unverified
3DIAClassification Error4.1—Unverified
4StarGANClassification Error2.12—Unverified
#ModelMetricClaimedVerifiedStatus
1DRIT++DFID94.6—Unverified
2StarGANv2DFID83—Unverified
3CouncilGANDFID56.2—Unverified
4GNRDFID35.6—Unverified
#ModelMetricClaimedVerifiedStatus
1PoL (CycleGAN)Frechet Inception Distance152.7—Unverified
2CycleGANFrechet Inception Distance151.4—Unverified
3U-GAT-ITKernel Inception Distance4.28—Unverified
#ModelMetricClaimedVerifiedStatus
1CycleGANFrechet Inception Distance163.4—Unverified
2PoL (CycleGAN)Frechet Inception Distance134.4—Unverified
3U-GAT-ITKernel Inception Distance5.61—Unverified
#ModelMetricClaimedVerifiedStatus
1PoL (CycleGAN)Frechet Inception Distance112.3—Unverified
2CycleGANFrechet Inception Distance110.5—Unverified
3U-GAT-ITKernel Inception Distance7.47—Unverified
#ModelMetricClaimedVerifiedStatus
1cGANClass IOU0.26—Unverified
2DualGANClass IOU0.09—Unverified
#ModelMetricClaimedVerifiedStatus
1StarGAN v2LPIPS0.52—Unverified
2LPIPS0.12—Unverified
#ModelMetricClaimedVerifiedStatus
1U-GAT-ITKernel Inception Distance11.52—Unverified
2FQ-GANKernel Inception Distance10.23—Unverified
#ModelMetricClaimedVerifiedStatus
1CoCosNetFID14.4—Unverified
2INADEFID9.97—Unverified
#ModelMetricClaimedVerifiedStatus
1InstaGANclassification score78.1—Unverified
2CycleGANclassification score59.4—Unverified
#ModelMetricClaimedVerifiedStatus
1U-GAT-ITKernel Inception Distance11.61—Unverified
2FQ-GANKernel Inception Distance11.4—Unverified
#ModelMetricClaimedVerifiedStatus
1CyCADAmIoU63.3—Unverified
2FCNs in the wildmIoU59.6—Unverified
#ModelMetricClaimedVerifiedStatus
1hi10 way 1~2 shot457—Unverified
#ModelMetricClaimedVerifiedStatus
1SB-GANFID48.15—Unverified
#ModelMetricClaimedVerifiedStatus
1EGSDEFID51.04—Unverified
#ModelMetricClaimedVerifiedStatus
1EGSDEFID50.43—Unverified
#ModelMetricClaimedVerifiedStatus
1Shared discriminator GANKernel Inception Distance4.4—Unverified
#ModelMetricClaimedVerifiedStatus
1ResViTPSNR26.9—Unverified
#ModelMetricClaimedVerifiedStatus
1U-GAT-ITKernel Inception Distance8.15—Unverified
#ModelMetricClaimedVerifiedStatus
1SynDiffPSNR30.42—Unverified
#ModelMetricClaimedVerifiedStatus
1SRNetAverage PSNR21.12—Unverified
#ModelMetricClaimedVerifiedStatus
1U-GAT-ITKernel Inception Distance1.79—Unverified
#ModelMetricClaimedVerifiedStatus
1U-GAT-ITKernel Inception Distance1.69—Unverified
#ModelMetricClaimedVerifiedStatus
1Shared discriminator GANKernel Inception Distance5.8—Unverified