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 901950 of 1184 papers

TitleStatusHype
DASH: Visual Analytics for Debiasing Image Classification via User-Driven Synthetic Data Augmentation0
Data-driven Flood Emulation: Speeding up Urban Flood Predictions by Deep Convolutional Neural Networks0
DAug: Diffusion-based Channel Augmentation for Radiology Image Retrieval and Classification0
DDRF: Denoising Diffusion Model for Remote Sensing Image Fusion0
Deceiving Image-to-Image Translation Networks for Autonomous Driving with Adversarial Perturbations0
Noise reduction for weak lensing mass mapping: An application of generative adversarial networks to Subaru Hyper Suprime-Cam first-year data0
Specular-to-Diffuse Translation for Multi-View Reconstruction0
SPIGAN: Privileged Adversarial Learning from Simulation0
I2UV-HandNet: Image-to-UV Prediction Network for Accurate and High-fidelity 3D Hand Mesh Modeling0
Deepfake Image Generation for Improved Brain Tumor Segmentation0
SRAGAN: Saliency Regularized and Attended Generative Adversarial Network for Chinese Ink-wash Painting Generation0
Deep Generative Models for 3D Medical Image Synthesis0
Stable Diffusion for Data Augmentation in COCO and Weed Datasets0
Standardized CycleGAN training for unsupervised stain adaptation in invasive carcinoma classification for breast histopathology0
Deep Identity-aware Transfer of Facial Attributes0
Deep Image Translation for Enhancing Simulated Ultrasound Images0
Deep learning as a tool for quantum error reduction in quantum image processing0
Unsupervised one-to-many image translation0
Deep Learning-based Synthetic High-Resolution In-Depth Imaging Using an Attachable Dual-element Endoscopic Ultrasound Probe0
Deep Learning Enables Large Depth-of-Field Images for Sub-Diffraction-Limit Scanning Superlens Microscopy0
Deep learning image burst stacking to reconstruct high-resolution ground-based solar observations0
Deep-Learning Quantitative Structural Characterization in Additive Manufacturing0
Unsupervised Low-light Image Enhancement with Decoupled Networks0
Deep Portrait Lighting Enhancement with 3D Guidance0
Static IR Drop Prediction with Attention U-Net and Saliency-Based Explainability0
A GAN-Based Input-Size Flexibility Model for Single Image Dehazing0
Unsupervised Real-World Super-Resolution: A Domain Adaptation Perspective0
Imitating the Functionality of Image-to-Image Models Using a Single Example0
Dehaze-GLCGAN: Unpaired Single Image De-hazing via Adversarial Training0
Delta Denoising Score0
A2V: A Semi-Supervised Domain Adaptation Framework for Brain Vessel Segmentation via Two-Phase Training Angiography-to-Venography Translation0
Denoising Diffusion Probabilistic Models for Robust Image Super-Resolution in the Wild0
Denoising Weak Lensing Mass Maps with Deep Learning0
Dense Multitask Learning to Reconfigure Comics0
StereoFlowGAN: Co-training for Stereo and Flow with Unsupervised Domain Adaptation0
Unsupervised Structure-Consistent Image-to-Image Translation0
Stochastic Digital Twin for Copy Detection Patterns0
FQGA-single: Towards Fewer Training Epochs and Fewer Model Parameters for Image-to-Image Translation Tasks0
Diabetic foot ulcers monitoring by employing super resolution and noise reduction deep learning techniques0
Unveiling Spaces: Architecturally meaningful semantic descriptions from images of interior spaces0
DiffI2I: Efficient Diffusion Model for Image-to-Image Translation0
Diff-Oracle: Deciphering Oracle Bone Scripts with Controllable Diffusion Model0
DifFRelight: Diffusion-Based Facial Performance Relighting0
Diffusion-Based Conditional Image Editing through Optimized Inference with Guidance0
Diffusion-Based Image-to-Image Translation by Noise Correction via Prompt Interpolation0
Diffusion based Zero-shot Medical Image-to-Image Translation for Cross Modality Segmentation0
Diffusion Models for Contrast Harmonization of Magnetic Resonance Images0
Structurally aware bidirectional unpaired image to image translation between CT and MR0
Digital twins of physical printing-imaging channel0
Direct Energy-resolving CT Imaging via Energy-integrating CT images using a Unified Generative Adversarial Network0
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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