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 701750 of 1184 papers

TitleStatusHype
Re-designing cities with conditional adversarial networks0
Re:Draw -- Context Aware Translation as a Controllable Method for Artistic Production0
PCT-CycleGAN: Paired Complementary Temporal Cycle-Consistent Adversarial Networks for Radar-Based Precipitation Nowcasting0
Region and Object based Panoptic Image Synthesis through Conditional GANs0
Region-aware Knowledge Distillation for Efficient Image-to-Image Translation0
Regularized Distribution Matching Distillation for One-step Unpaired Image-to-Image Translation0
Reliable Multi-modal Medical Image-to-image Translation Independent of Pixel-wise Aligned Data0
Render4Completion: Synthesizing Multi-View Depth Maps for 3D Shape Completion0
Residual Aligned: Gradient Optimization for Non-Negative Image Synthesis0
Unsupervised Cross-Modality Domain Adaptation for Segmenting Vestibular Schwannoma and Cochlea with Data Augmentation and Model Ensemble0
Restoration of marker occluded hematoxylin and eosin stained whole slide histology images using generative adversarial networks0
Unsupervised Deformable Registration for Multi-Modal Images via Disentangled Representations0
Unsupervised Detection of Cancerous Regions in Histology Imagery using Image-to-Image Translation0
Unsupervised Domain Adaptation for MRI Volume Segmentation and Classification Using Image-to-Image Translation0
Review Neural Networks about Image Transformation Based on IGC Learning Framework with Annotated Information0
Revisiting registration-based synthesis: A focus on unsupervised MR image synthesis0
Robust Multi-Domain Mitosis Detection0
Unsupervised Facial Geometry Learning for Sketch to Photo Synthesis0
Unsupervised Image-generation Enhanced Adaptation for Object Detection in Thermal images0
S2ST: Image-to-Image Translation in the Seed Space of Latent Diffusion0
Saliency-Guided Image Translation0
SAM-I2I: Unleash the Power of Segment Anything Model for Medical Image Translation0
Scalable Simulation-free Entropic Unbalanced Optimal Transport0
Scaling Properties of Diffusion Models for Perceptual Tasks0
Scene Depth Estimation from Traditional Oriental Landscape Paintings0
SCONE-GAN: Semantic Contrastive learning-based Generative Adversarial Network for an end-to-end image translation0
What and Where to Translate: Local Mask-based Image-to-Image Translation0
SDDM: Score-Decomposed Diffusion Models on Manifolds for Unpaired Image-to-Image Translation0
ACDMSR: Accelerated Conditional Diffusion Models for Single Image Super-Resolution0
Unsupervised Image to Image Translation for Multiple Retinal Pathology Synthesis in Optical Coherence Tomography Scans0
Seed-to-Seed: Image Translation in Diffusion Seed Space0
Segmentation of skin lesions and their attributes using Generative Adversarial Networks0
Selective Feature Connection Mechanism: Concatenating Multi-layer CNN Features with a Feature Selector0
Self adversarial attack as an augmentation method for immunohistochemical stainings0
Unsupervised Image-to-Image Translation Using Domain-Specific Variational Information Bound0
Self-Supervised and Semi-Supervised Polyp Segmentation using Synthetic Data0
Self-Supervised CycleGAN for Object-Preserving Image-to-Image Domain Adaptation0
Self-Supervised Dense Consistency Regularization for Image-to-Image Translation0
Self-supervised Domain-agnostic Domain Adaptation for Satellite Images0
Self-Supervised Learning of Domain Invariant Features for Depth Estimation0
Semantically Adaptive Image-to-image Translation for Domain Adaptation of Semantic Segmentation0
Semantically-aware Mask CycleGAN for Translating Artistic Portraits to Photo-realistic Visualizations0
Semantically Robust Unsupervised Image Translation for Paired Remote Sensing Images0
Semantically Consistent Image-to-Image Translation for Unsupervised Domain Adaptation0
Semantic Example Guided Image-to-Image Translation0
What can we learn about a generated image corrupting its latent representation?0
Semantic Map Injected GAN Training for Image-to-Image Translation0
Semantic Relation Preserving Knowledge Distillation for Image-to-Image Translation0
Semantics-Aware Image to Image Translation and Domain Transfer0
Semantic Segmentation of Medium-Resolution Satellite Imagery using Conditional Generative Adversarial Networks0
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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