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 351–400 of 1184 papers

TitleStatusHype
Curriculum Domain Adaptation for Semantic Segmentation of Urban ScenesCode0
PI-REC: Progressive Image Reconstruction Network With Edge and Color DomainCode0
AllMetrics: A Unified Python Library for Standardized Metric Evaluation and Robust Data Validation in Machine LearningCode0
Automatic Temporally Coherent Video ColorizationCode0
Cross-modal tumor segmentation using generative blending augmentation and self trainingCode0
Photorealistic and Identity-Preserving Image-Based Emotion Manipulation with Latent Diffusion ModelsCode0
Planning Beyond the Sensing Horizon Using a Learned ContextCode0
Learning Modality-Aware Representations: Adaptive Group-wise Interaction Network for Multimodal MRI SynthesisCode0
OADAT: Experimental and Synthetic Clinical Optoacoustic Data for Standardized Image ProcessingCode0
All about Structure: Adapting Structural Information across Domains for Boosting Semantic SegmentationCode0
ObjCAViT: Improving Monocular Depth Estimation Using Natural Language Models And Image-Object Cross-AttentionCode0
Augmenting Ego-Vehicle for Traffic Near-Miss and Accident Classification Dataset using Manipulating Conditional Style TranslationCode0
Neural Style Transfer and Unpaired Image-to-Image Translation to deal with the Domain Shift Problem on Spheroid SegmentationCode0
AlignFlow: Cycle Consistent Learning from Multiple Domains via Normalizing FlowsCode0
Cross-Domain Car Detection Using Unsupervised Image-to-Image Translation: From Day to NightCode0
Multi-View Image-to-Image Translation Supervised by 3D PoseCode0
Mutually improved endoscopic image synthesis and landmark detection in unpaired image-to-image translationCode0
Novel Hybrid Integrated Pix2Pix and WGAN Model with Gradient Penalty for Binary Images DenoisingCode0
Coupled Generative Adversarial NetworksCode0
Adaptive Gradient Balancing for UndersampledMRI Reconstruction and Image-to-Image TranslationCode0
A Two-stage Deep Network for High Dynamic Range Image ReconstructionCode0
Multi-scale decomposition of sea surface height snapshots using machine learningCode0
CoPE: Conditional image generation using Polynomial ExpansionsCode0
Attribute Guided Unpaired Image-to-Image Translation with Semi-supervised LearningCode0
Multi-Modality Image Super-Resolution using Generative Adversarial NetworksCode0
Multi-Modal Fusion for End-to-End RGB-T TrackingCode0
Multi-Modality Image Inpainting using Generative Adversarial NetworksCode0
Multi-Agent Diverse Generative Adversarial NetworksCode0
Modular Generative Adversarial NetworksCode0
Attention-Guided Generative Adversarial Networks for Unsupervised Image-to-Image TranslationCode0
ADA-Net: Attention-Guided Domain Adaptation Network with Contrastive Learning for Standing Dead Tree Segmentation Using Aerial ImageryCode0
AttentionGAN: Unpaired Image-to-Image Translation using Attention-Guided Generative Adversarial NetworksCode0
MLP-GAN for Brain Vessel Image SegmentationCode0
Exploring Unlabeled Faces for Novel Attribute DiscoveryCode0
Mode Seeking Generative Adversarial Networks for Diverse Image SynthesisCode0
Exploring the Limits of Synthetic Creation of Solar EUV Images via Image-to-Image TranslationCode0
Exploring Semantic Consistency in Unpaired Image Translation to Generate Data for Surgical ApplicationsCode0
MicroGlam: Microscopic Skin Image Dataset with CosmeticsCode0
Meta-Learning and Self-Supervised Pretraining for Real World Image TranslationCode0
Exploring Generative Adversarial Networks for Image-to-Image Translation in STEM SimulationCode0
MCMI: Multi-Cycle Image Translation with Mutual Information ConstraintsCode0
Explaining Image Enhancement Black-Box Methods through a Path Planning Based AlgorithmCode0
From Fibers to Cells: Fourier-Based Registration Enables Virtual Cresyl Violet Staining From 3D Polarized Light ImagingCode0
Everybody Dance NowCode0
Memory-Guided Collaborative Attention for Nighttime Thermal Infrared Image ColorizationCode0
MixerGAN: An MLP-Based Architecture for Unpaired Image-to-Image TranslationCode0
Estimating the Success of Unsupervised Image to Image TranslationCode0
Local Image-to-Image Translation via Pixel-wise Highway Adaptive Instance NormalizationCode0
Erase to Enhance: Data-Efficient Machine Unlearning in MRI ReconstructionCode0
Log-Likelihood Ratio Minimizing Flows: Towards Robust and Quantifiable Neural Distribution AlignmentCode0
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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