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

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Showing 101–150 of 1184 papers

TitleStatusHype
Magnetogram-to-Magnetogram: Generative Forecasting of Solar EvolutionCode0
Novel Hybrid Integrated Pix2Pix and WGAN Model with Gradient Penalty for Binary Images DenoisingCode0
CCVA-FL: Cross-Client Variations Adaptive Federated Learning for Medical Imaging—0
Efficient Training with Denoised Neural Weights—0
When Synthetic Traces Hide Real Content: Analysis of Stable Diffusion Image LaunderingCode0
Synthetic to Authentic: Transferring Realism to 3D Face Renderings for Boosting Face Recognition—0
A Domain Adaptation Model for Carotid Ultrasound: Image Harmonization, Noise Reduction, and Impact on Cardiovascular Risk Markers—0
Slice-Consistent 3D Volumetric Brain CT-to-MRI Translation with 2D Brownian Bridge Diffusion ModelCode2
Every Pixel Has its Moments: Ultra-High-Resolution Unpaired Image-to-Image Translation via Dense NormalizationCode1
Frequency-Controlled Diffusion Model for Versatile Text-Guided Image-to-Image TranslationCode1
Regularized Distribution Matching Distillation for One-step Unpaired Image-to-Image Translation—0
2.5D Multi-view Averaging Diffusion Model for 3D Medical Image Translation: Application to Low-count PET Reconstruction with CT-less Attenuation Correction—0
Deep Vision-Based Framework for Coastal Flood Prediction Under Climate Change Impacts and Shoreline AdaptationsCode0
Npix2Cpix: A GAN-Based Image-to-Image Translation Network With Retrieval- Classification Integration for Watermark Retrieval From Historical Document Images—0
GeminiFusion: Efficient Pixel-wise Multimodal Fusion for Vision TransformerCode2
S-CycleGAN: Semantic Segmentation Enhanced CT-Ultrasound Image-to-Image Translation for Robotic UltrasonographyCode1
Imitating the Functionality of Image-to-Image Models Using a Single Example—0
Stochastic Optimal Control for Diffusion Bridges in Function SpacesCode0
Erase to Enhance: Data-Efficient Machine Unlearning in MRI ReconstructionCode0
Fast-DDPM: Fast Denoising Diffusion Probabilistic Models for Medical Image-to-Image GenerationCode2
Shape-aware synthesis of pathological lung CT scans using CycleGAN for enhanced semi-supervised lung segmentationCode0
Similarity and Quality Metrics for MR Image-To-Image Translation—0
Ensuring UAV Safety: A Vision-only and Real-time Framework for Collision Avoidance Through Object Detection, Tracking, and Distance Estimation—0
Distilling Diffusion Models into Conditional GANs—0
Towards Inclusive Face Recognition Through Synthetic Ethnicity Alteration—0
Mapping New Realities: Ground Truth Image Creation with Pix2Pix Image-to-Image Translation—0
SRAGAN: Saliency Regularized and Attended Generative Adversarial Network for Chinese Ink-wash Painting Generation—0
Multi-Sensor Diffusion-Driven Optical Image Translation for Large-Scale Applications—0
Exploring selective image matching methods for zero-shot and few-sample unsupervised domain adaptation of urban canopy prediction—0
WB LUTs: Contrastive Learning for White Balancing Lookup TablesCode1
SyntStereo2Real: Edge-Aware GAN for Remote Sensing Image-to-Image Translation while Maintaining Stereo Constraint—0
Implicit Multi-Spectral Transformer: An Lightweight and Effective Visible to Infrared Image Translation ModelCode1
DiffHarmony: Latent Diffusion Model Meets Image HarmonizationCode1
MoMA: Multimodal LLM Adapter for Fast Personalized Image GenerationCode3
Anatomical Conditioning for Contrastive Unpaired Image-to-Image Translation of Optical Coherence Tomography ImagesCode0
Cascaded Multi-path Shortcut Diffusion Model for Medical Image Translation—0
Dynamic Conditional Optimal Transport through Simulation-Free FlowsCode0
Translation-based Video-to-Video Synthesis—0
Diffusion based Zero-shot Medical Image-to-Image Translation for Cross Modality Segmentation—0
GAN with Skip Patch Discriminator for Biological Electron Microscopy Image Generation—0
StegoGAN: Leveraging Steganography for Non-Bijective Image-to-Image TranslationCode2
Do High-Performance Image-to-Image Translation Networks Enable the Discovery of Radiomic Features? Application to MRI Synthesis from Ultrasound in Prostate CancerCode0
Practical Applications of Advanced Cloud Services and Generative AI Systems in Medical Image Analysis—0
High-Resolution Image Translation Model Based on Grayscale Redefinition—0
SDXS: Real-Time One-Step Latent Diffusion Models with Image ConditionsCode4
LaMAR: Laplacian Pyramid for Multimodal Adaptive Super Resolution (Student Abstract)—0
DreamFlow: High-Quality Text-to-3D Generation by Approximating Probability Flow—0
Shadow Generation for Composite Image Using Diffusion modelCode2
Generalized Consistency Trajectory Models for Image ManipulationCode1
Could We Generate Cytology Images from Histopathology Images? An Empirical Study—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