SOTAVerified

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

Showing 501550 of 1184 papers

TitleStatusHype
ERL-Net: Entangled Representation Learning for Single Image De-Raining0
High-quality Speech Synthesis Using Super-resolution Mel-Spectrogram0
Asymmetric GAN for Unpaired Image-to-image Translation0
Latent Filter Scaling for Multimodal Unsupervised Image-to-Image Translation0
Ensuring UAV Safety: A Vision-only and Real-time Framework for Collision Avoidance Through Object Detection, Tracking, and Distance Estimation0
High-resolution semantically-consistent image-to-image translation0
High Resolution Solar Image Generation using Generative Adversarial Networks0
High-Resolution UAV Image Generation for Sorghum Panicle Detection0
High Tissue Contrast MRI Synthesis Using Multi-Stage Attention-GAN for Glioma Segmentation0
DAug: Diffusion-based Channel Augmentation for Radiology Image Retrieval and Classification0
Enhancing Traffic Scene Predictions with Generative Adversarial Networks0
Conditional Score Guidance for Text-Driven Image-to-Image Translation0
Enhancing AI Face Realism: Cost-Efficient Quality Improvement in Distilled Diffusion Models with a Fully Synthetic Dataset0
A Survey on Adversarial Image Synthesis0
Latent Graph Attention for Enhanced Spatial Context0
Enhanced Unsupervised Image-to-Image Translation Using Contrastive Learning and Histogram of Oriented Gradients0
Conditional Image-to-Image Translation0
A Strategy Optimized Pix2pix Approach for SAR-to-Optical Image Translation Task0
Enforcing Perceptual Consistency on Generative Adversarial Networks by Using the Normalised Laplacian Pyramid Distance0
Adversarial Uni- and Multi-modal Stream Networks for Multimodal Image Registration0
Empirical robustification of pre-trained classifiers0
Embedded Image-to-Image Translation for Efficient Sim-to-Real Transfer in Learning-based Robot-Assisted Soft Manipulation0
Electromyography-Informed Facial Expression Reconstruction for Physiological-Based Synthesis and Analysis0
Latent Feature Disentanglement For Visual Domain Generalization0
Latent Schrodinger Bridge: Prompting Latent Diffusion for Fast Unpaired Image-to-Image Translation0
EfficientVITON: An Efficient Virtual Try-On Model using Optimized Diffusion Process0
Fingerprinting Image-to-Image Generative Adversarial Networks0
Efficient Training with Denoised Neural Weights0
Compressing Image-to-Image Translation GANs Using Local Density Structures on Their Learned Manifold0
Large Scale Image Completion via Co-Modulated Generative Adversarial Networks0
LaMAR: Laplacian Pyramid for Multimodal Adaptive Super Resolution (Student Abstract)0
EBDM: Exemplar-guided Image Translation with Brownian-bridge Diffusion Models0
Association: Remind Your GAN not to Forget0
A Convolutional Approach to Vertebrae Detection and Labelling in Whole Spine MRI0
LapLoss: Laplacian Pyramid-based Multiscale loss for Image Translation0
E^2GAN: Efficient Training of Efficient GANs for Image-to-Image Translation0
Comparison and Analysis of Image-to-Image Generative Adversarial Networks: A Survey0
Dynamic Neural Portraits0
A Semi-Paired Approach For Label-to-Image Translation0
Knowledge Distillation for Image Restoration : Simultaneous Learning from Degraded and Clean Images0
Artifact Removal in Histopathology Images0
Label Geometry Aware Discriminator for Conditional Generative Networks0
Large-Scale Optimal Transport via Adversarial Training with Cycle-Consistency0
Combining Noise-to-Image and Image-to-Image GANs: Brain MR Image Augmentation for Tumor Detection0
Color Constancy by GANs: An Experimental Survey0
Artifact Reduction in Fundus Imaging using Cycle Consistent Adversarial Neural Networks0
DreamFlow: High-Quality Text-to-3D Generation by Approximating Probability Flow0
DragonPaint: Rule based bootstrapping for small data with an application to cartoon coloring0
A Comprehensive Review of Generative AI in Healthcare0
Kernel of CycleGAN as a principal homogeneous space0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HRDA + PiPamIoU (13 classes)74.8Unverified
2MICmIoU (13 classes)74Unverified
3HRDAmIoU (13 classes)72.4Unverified
4SePiComIoU (13 classes)71.4Unverified
5CAMix (w DAFormer)mIoU (13 classes)69.2Unverified
6DAFormer + ProCSTmIoU (13 classes)68.2Unverified
7DAFormermIoU (13 classes)67.4Unverified
8TransDA-BmIoU (13 classes)66.3Unverified
9CPSLmIoU (13 classes)65.3Unverified
10ProDA+CRAmIoU (13 classes)63.7Unverified
#ModelMetricClaimedVerifiedStatus
1MICmIoU75.9Unverified
2HRDA + PiPamIoU75.6Unverified
3HRDAmIoU73.8Unverified
4DAFormer + PiPamIoU71.7Unverified
5SePiComIoU70.3Unverified
6CAMix (w DAFormer)mIoU70Unverified
7DAFormer + ProCSTmIoU69.4Unverified
8DAFormermIoU68.3Unverified
9TransDA-BmIoU63.9Unverified
10DDBmIoU62.7Unverified
#ModelMetricClaimedVerifiedStatus
1DP-SIMS (ConvNext-L)mIoU76.3Unverified
2DP-GANmIoU73.6Unverified
3OASISmIoU69.3Unverified
4SPADE + SESAMEmIoU66Unverified
5CC-FPSEmIoU65.5Unverified
6SPADE + FFLmIoU64.2Unverified
7CC-FPSE-AUGmIoU63.1Unverified
8SPADEmIoU62.3Unverified
9SB-GANFID60.39Unverified
10pix2pixHDmIoU58.3Unverified
#ModelMetricClaimedVerifiedStatus
1Pix2PixHD-AUGAccuracy77.9Unverified
2DP-SIMS (ConvNext-L)mIoU54.3Unverified
3DP-GANmIoU52.7Unverified
4SCDMmIoU49.4Unverified
5SPADE + SESAMEmIoU49Unverified
6OASISmIoU48.8Unverified
7CC-FPSE-AUGmIoU44Unverified
8CC-FPSEmIoU43.7Unverified
9SPADEmIoU38.5Unverified
10VQGAN+TransformerFID35.5Unverified
#ModelMetricClaimedVerifiedStatus
1pix2pixHDFID111.5Unverified
2CRNFID70.4Unverified
3Pix2PixHD-AUGFID54.2Unverified
4USIS-WaveletFID28.6Unverified
5USISFID27.8Unverified
6SPADEFID22.6Unverified
7VQGAN+TransformerFID22.4Unverified
8CC-FPSEFID19.2Unverified
9CC-FPSE-AUGFID19.1Unverified
10OASISFID17Unverified
#ModelMetricClaimedVerifiedStatus
1CoCosNetFID42.4Unverified
2DP-GANmIoU40.4Unverified
3OASISmIoU40.4Unverified
4SPADEmIoU30.8Unverified
5pix2pixHDmIoU17.4Unverified
6CRNmIoU16.5Unverified
7SIMSmIoU13.1Unverified
#ModelMetricClaimedVerifiedStatus
1EGSDEFID30.61Unverified
2PonoSPadaINFID23.8Unverified
3PHStarGANv2 n=3FID16.63Unverified
4PHStarGANv2 n=4FID16.54Unverified
5CoCosNetFID14.3Unverified
6StarGAN v2FID13.73Unverified
#ModelMetricClaimedVerifiedStatus
1MICmAP47.6Unverified
2SSA-DAmAP42.5Unverified
3MCARmAP38.8Unverified
4Progressive Domain AdaptationmAP36.9Unverified
5Diversify & MatchmAP34.6Unverified
6FRCNN in the wildmAP27.6Unverified
#ModelMetricClaimedVerifiedStatus
1CouncilGANDFID172.5Unverified
2DRIT++DFID160.1Unverified
3StarGANv2DFID53.6Unverified
4GNRDFID26.1Unverified
5U-GAT-ITKernel Inception Distance7.07Unverified
#ModelMetricClaimedVerifiedStatus
1pix2pixClass IOU0.32Unverified
2CycleGANClass IOU0.16Unverified
3CoGANClass IOU0.08Unverified
4SimGANClass IOU0.07Unverified
5BiGANClass IOU0.07Unverified
#ModelMetricClaimedVerifiedStatus
1pyramidpix2pixAverage PSNR21.16Unverified
2pix2pixHDAverage PSNR19.63Unverified
3pix2pixAverage PSNR19.33Unverified
4cycleGANAverage PSNR16.2Unverified
#ModelMetricClaimedVerifiedStatus
1Pix2NextPSNR23.45Unverified
2IRFormerPSNR17.74Unverified
3BCIPSNR11.14Unverified
4pix2pixPSNR4.19Unverified
#ModelMetricClaimedVerifiedStatus
1CycleGANFrechet Inception Distance89.7Unverified
2PoL (CycleGAN)Frechet Inception Distance53Unverified
3CycleGANASFrechet Inception Distance38.06Unverified
4U-GAT-ITKernel Inception Distance7.06Unverified
#ModelMetricClaimedVerifiedStatus
1pyramidpix2pixPSNR12.19Unverified
2cycleGANPSNR11.22Unverified
3pix2pixHDPSNR11.16Unverified
4pix2pixPSNR10.77Unverified
#ModelMetricClaimedVerifiedStatus
1IcGANClassification Error8.07Unverified
2CycleGANClassification Error5.99Unverified
3DIAClassification Error4.1Unverified
4StarGANClassification Error2.12Unverified
#ModelMetricClaimedVerifiedStatus
1DRIT++DFID94.6Unverified
2StarGANv2DFID83Unverified
3CouncilGANDFID56.2Unverified
4GNRDFID35.6Unverified
#ModelMetricClaimedVerifiedStatus
1PoL (CycleGAN)Frechet Inception Distance152.7Unverified
2CycleGANFrechet Inception Distance151.4Unverified
3U-GAT-ITKernel Inception Distance4.28Unverified
#ModelMetricClaimedVerifiedStatus
1CycleGANFrechet Inception Distance163.4Unverified
2PoL (CycleGAN)Frechet Inception Distance134.4Unverified
3U-GAT-ITKernel Inception Distance5.61Unverified
#ModelMetricClaimedVerifiedStatus
1PoL (CycleGAN)Frechet Inception Distance112.3Unverified
2CycleGANFrechet Inception Distance110.5Unverified
3U-GAT-ITKernel Inception Distance7.47Unverified
#ModelMetricClaimedVerifiedStatus
1cGANClass IOU0.26Unverified
2DualGANClass IOU0.09Unverified
#ModelMetricClaimedVerifiedStatus
1StarGAN v2LPIPS0.52Unverified
2LPIPS0.12Unverified
#ModelMetricClaimedVerifiedStatus
1U-GAT-ITKernel Inception Distance11.52Unverified
2FQ-GANKernel Inception Distance10.23Unverified
#ModelMetricClaimedVerifiedStatus
1CoCosNetFID14.4Unverified
2INADEFID9.97Unverified
#ModelMetricClaimedVerifiedStatus
1InstaGANclassification score78.1Unverified
2CycleGANclassification score59.4Unverified
#ModelMetricClaimedVerifiedStatus
1U-GAT-ITKernel Inception Distance11.61Unverified
2FQ-GANKernel Inception Distance11.4Unverified
#ModelMetricClaimedVerifiedStatus
1CyCADAmIoU63.3Unverified
2FCNs in the wildmIoU59.6Unverified
#ModelMetricClaimedVerifiedStatus
1hi10 way 1~2 shot457Unverified
#ModelMetricClaimedVerifiedStatus
1SB-GANFID48.15Unverified
#ModelMetricClaimedVerifiedStatus
1EGSDEFID51.04Unverified
#ModelMetricClaimedVerifiedStatus
1EGSDEFID50.43Unverified
#ModelMetricClaimedVerifiedStatus
1Shared discriminator GANKernel Inception Distance4.4Unverified
#ModelMetricClaimedVerifiedStatus
1ResViTPSNR26.9Unverified
#ModelMetricClaimedVerifiedStatus
1U-GAT-ITKernel Inception Distance8.15Unverified
#ModelMetricClaimedVerifiedStatus
1SynDiffPSNR30.42Unverified
#ModelMetricClaimedVerifiedStatus
1SRNetAverage PSNR21.12Unverified
#ModelMetricClaimedVerifiedStatus
1U-GAT-ITKernel Inception Distance1.79Unverified
#ModelMetricClaimedVerifiedStatus
1U-GAT-ITKernel Inception Distance1.69Unverified
#ModelMetricClaimedVerifiedStatus
1Shared discriminator GANKernel Inception Distance5.8Unverified