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 1–10 of 1184 papers

TitleStatusHype
CycleVAR: Repurposing Autoregressive Model for Unsupervised One-Step Image TranslationCode1
ThermalDiffusion: Visual-to-Thermal Image-to-Image Translation for Autonomous Navigation—0
Transforming H&E images into IHC: A Variance-Penalized GAN for Precision Oncology—0
Optimal Transport Driven Asymmetric Image-to-Image Translation for Nuclei Segmentation of Histological Images—0
Deep learning image burst stacking to reconstruct high-resolution ground-based solar observations—0
Multi-Platform Methane Plume Detection via Model and Domain Adaptation—0
Segmenting France Across Four CenturiesCode0
Cora: Correspondence-aware image editing using few step diffusionCode1
Unpaired Image-to-Image Translation for Segmentation and Signal Unmixing—0
Paired and Unpaired Image to Image Translation using Generative Adversarial Networks—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
1EGSDEFID30.61—Unverified
2PonoSPadaINFID23.8—Unverified
3PHStarGANv2 n=3FID16.63—Unverified
4PHStarGANv2 n=4FID16.54—Unverified
5CoCosNetFID14.3—Unverified
6StarGAN v2FID13.73—Unverified