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 151200 of 1184 papers

TitleStatusHype
ContourDiff: Unpaired Image-to-Image Translation with Structural Consistency for Medical Imaging0
Versatile Defense Against Adversarial Attacks on Image Recognition0
Multiscale Low-Frequency Memory Network for Improved Feature Extraction in Convolutional Neural NetworksCode1
BraSyn 2023 challenge: Missing MRI synthesis and the effect of different learning objectives0
Spectrum Translation for Refinement of Image Generation (STIG) Based on Contrastive Learning and Spectral Filter ProfileCode0
Scene Depth Estimation from Traditional Oriental Landscape Paintings0
(Un)paired signal-to-signal translation with 1D conditional GANs0
FSL-Rectifier: Rectify Outliers in Few-Shot Learning via Test-Time AugmentationCode0
NocPlace: Nocturnal Visual Place Recognition via Generative and Inherited Knowledge TransferCode1
Stochastic Conditional Diffusion Models for Robust Semantic Image SynthesisCode1
Revisiting registration-based synthesis: A focus on unsupervised MR image synthesis0
Improving Deep Generative Models on Many-To-One Image-to-Image Translation0
Radio-astronomical Image Reconstruction with Conditional Denoising Diffusion ModelCode1
Improving 2D-3D Dense Correspondences with Diffusion Models for 6D Object Pose Estimation0
Translating the future: Image-to-image translation for the prediction of future brain metabolism0
Ambient-Pix2PixGAN for Translating Medical Images from Noisy Data0
Closing the Gap in Human Behavior Analysis: A Pipeline for Synthesizing Trimodal Data0
Diffusion Model Compression for Image-to-Image Translation0
CIMGEN: Controlled Image Manipulation by Finetuning Pretrained Generative Models on Limited Data0
BlenDA: Domain Adaptive Object Detection through diffusion-based blendingCode1
E^2GAN: Efficient Training of Efficient GANs for Image-to-Image Translation0
Re:Draw -- Context Aware Translation as a Controllable Method for Artistic Production0
MirrorDiffusion: Stabilizing Diffusion Process in Zero-shot Image Translation by Prompts Redescription and Beyond0
RainSD: Rain Style Diversification Module for Image Synthesis Enhancement using Feature-Level Style Distribution0
CycleGAN Models for MRI Image Translation0
A Unified Generative Framework for Realistic Lidar Simulation in Autonomous Driving SystemsCode1
High-Fidelity Diffusion-based Image Editing0
Compressing Image-to-Image Translation GANs Using Local Density Structures on Their Learned Manifold0
Diff-Oracle: Deciphering Oracle Bone Scripts with Controllable Diffusion Model0
Unlocking Pre-trained Image Backbones for Semantic Image Synthesis0
Unveiling Spaces: Architecturally meaningful semantic descriptions from images of interior spaces0
PhenDiff: Revealing Subtle Phenotypes with Diffusion Models in Real ImagesCode1
Stable Diffusion for Data Augmentation in COCO and Weed Datasets0
STEREOFOG -- Computational DeFogging via Image-to-Image Translation on a real-world DatasetCode0
Open-DDVM: A Reproduction and Extension of Diffusion Model for Optical Flow EstimationCode1
InvertAvatar: Incremental GAN Inversion for Generalized Head AvatarsCode0
S2ST: Image-to-Image Translation in the Seed Space of Latent Diffusion0
Towards Unsupervised Representation Learning: Learning, Evaluating and Transferring Visual RepresentationsCode1
Contrastive Denoising Score for Text-guided Latent Diffusion Image EditingCode1
MicroGlam: Microscopic Skin Image Dataset with CosmeticsCode0
Fine-grained Appearance Transfer with Diffusion ModelsCode1
A deep learning approach for marine snow synthesis and removalCode0
Uncertainty Estimation in Contrast-Enhanced MR Image Translation with Multi-Axis Fusion0
H-Packer: Holographic Rotationally Equivariant Convolutional Neural Network for Protein Side-Chain PackingCode1
CycleGANAS: Differentiable Neural Architecture Search for CycleGANCode0
Deep learning as a tool for quantum error reduction in quantum image processing0
SCONE-GAN: Semantic Contrastive learning-based Generative Adversarial Network for an end-to-end image translation0
Frequency Domain Decomposition Translation for Enhanced Medical Image Translation Using GANs0
Optimal Image Transport on Sparse Dictionaries0
An Efficient Detection and Control System for Underwater Docking using Machine Learning and Realistic Simulation: A Comprehensive Approach0
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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