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 1101–1150 of 1184 papers

TitleStatusHype
Sem-GAN: Semantically-Consistent Image-to-Image TranslationCode1
G2C: A Generator-to-Classifier Framework Integrating Multi-Stained Visual Cues for Pathological Glomerulus Classification—0
Multi-Mapping Image-to-Image Translation with Central Biasing Normalization—0
Variational learning across domains with triplet information—0
Generative Adversarial Networks for Image-to-Image Translation on Multi-Contrast MR Images - A Comparison of CycleGAN and UNITCode0
Theoretical Analysis of Image-to-Image Translation with Adversarial Learning—0
MedGAN: Medical Image Translation using GANs—0
Unsupervised Video-to-Video TranslationCode0
Unsupervised Attention-guided Image to Image TranslationCode0
Synthetic data generation for end-to-end thermal infrared tracking—0
CartoonGAN: Generative Adversarial Networks for Photo CartoonizationCode0
Mesoscopic Facial Geometry Inference Using Deep Neural Networks—0
Transfer Learning for Related Reinforcement Learning Tasks via Image-to-Image TranslationCode0
CerfGAN: A Compact, Effective, Robust, and Fast Model for Unsupervised Multi-Domain Image-to-Image Translation—0
Exemplar Guided Unsupervised Image-to-Image Translation with Semantic Consistency—0
Unsupervisedly Training GANs for Segmenting Digital Pathology with Automatically Generated Annotations—0
Pathology Segmentation using Distributional Differences to Images of Healthy Origin—0
Implicit Autoencoders—0
Image-to-image translation for cross-domain disentanglementCode0
Sparsely Grouped Multi-task Generative Adversarial Networks for Facial Attribute ManipulationCode0
XOGAN: One-to-Many Unsupervised Image-to-Image Translation—0
Learning image-to-image translation using paired and unpaired training samplesCode0
Conditional Image-to-Image Translation—0
Semi-parametric Image SynthesisCode0
Probabilistic Plant Modeling via Multi-View Image-to-Image Translation—0
Estimation of Tissue Oxygen Saturation from RGB Images based on Pixel-level Image Translation—0
Composable Unpaired Image to Image TranslationCode0
Multimodal Unsupervised Image-to-Image TranslationCode1
Projection image-to-image translation in hybrid X-ray/MR imaging—0
Modular Generative Adversarial NetworksCode0
High-quality nonparallel voice conversion based on cycle-consistent adversarial network—0
Image Generation and Translation with Disentangled Representations—0
An Introduction to Image Synthesis with Generative Adversarial Nets—0
Cross-View Image Synthesis using Conditional GANsCode1
Learning to Adapt Structured Output Space for Semantic SegmentationCode0
An Optimized Architecture for Unpaired Image-to-Image Translation—0
Invertible Autoencoder for domain adaptation—0
LIME: Live Intrinsic Material Estimation—0
Deformable GANs for Pose-based Human Image GenerationCode0
Use of Generative Adversarial Network for Cross-Domain Change Detection—0
Estimating the Success of Unsupervised Image to Image TranslationCode0
Adversarial Synthesis Learning Enables Segmentation Without Target Modality Ground TruthCode0
ComboGAN: Unrestrained Scalability for Image Domain TranslationCode0
Unsupervised Multi-Domain Image Translation with Domain-Specific Encoders/Decoders—0
GANerated Hands for Real-time 3D Hand Tracking from Monocular RGB—0
Face Translation between Images and Videos using Identity-aware CycleGAN—0
Image to Image Translation for Domain Adaptation—0
High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANsCode1
Toward Multimodal Image-to-Image TranslationCode0
Unpaired Photo-to-Caricature Translation on Faces in the WildCode0
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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