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SotA/Computer Vision/Image-to-Image Translation

Image-to-Image Translation

114 benchmarks1184 papers

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.

<span style="color:grey; opacity: 0.6">( Image credit: Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks )</span>

Benchmarks

Image-to-Image Translation on GTAV-to-Cityscapes Labels

mIoU fwIOU Per-pixel Accuracy

Image-to-Image Translation on SYNTHIA-to-Cityscapes

MIoU (13 classes)MIoU (16 classes)mIoU (13 classes)

Image-to-Image Translation on ADE20K Labels-to-Photos

FID mIoU LPIPS Accuracy

Image-to-Image Translation on COCO-Stuff Labels-to-Photos

FID mIoU Accuracy LPIPS

Image-to-Image Translation on Cityscapes Labels-to-Photo

FID mIoU Class IOU LPIPS Accuracy Per-class Accuracy Per-pixel Accuracy

Image-to-Image Translation on CelebA-HQ

Image-to-Image Translation on Fundus Fluorescein Angiogram Photographs & Colour Fundus Images of Diabetic Patients

FID Kernel Inception Distance

Image-to-Image Translation on ADE20K-Outdoor Labels-to-Photos

FID mIoU Accuracy

Image-to-Image Translation on cvusa

SSIM KL PSNR SD

Image-to-Image Translation on Cityscapes-to-Foggy Cityscapes

Image-to-Image Translation on Dayton (256×256) - aerial-to-ground

SSIM KL PSNR SD

Image-to-Image Translation on Syn2Real-C

Image-to-Image Translation on AFHQ

Image-to-Image Translation on Cityscapes Photo-to-Labels

Class IOU Per-class Accuracy Per-pixel Accuracy

Image-to-Image Translation on Dayton (64×64) - aerial-to-ground

SSIM KL LPIPS PSNR SD

Image-to-Image Translation on BCI

Average PSNR SSIM

Image-to-Image Translation on Dayton (256×256) - ground-to-aerial

Image-to-Image Translation on Dayton (64x64) - ground-to-aerial

Image-to-Image Translation on Edge-to-Handbags

Diversity Quality

Image-to-Image Translation on Edge-to-Shoes

Diversity Quality

Image-to-Image Translation on Ego2Top

Image-to-Image Translation on FLIR

Image-to-Image Translation on LLVIP

Image-to-Image Translation on cat2dog

DFID FID Kernel Inception Distance

Image-to-Image Translation on selfie2anime

Image-to-Image Translation on Cats-and-Dogs

Image-to-Image Translation on EPFL NIR-VIS

Image-to-Image Translation on Freiburg Forest Dataset

Image-to-Image Translation on horse2zebra

Frechet Inception Distance Kernel Inception Distance Number of params

Image-to-Image Translation on Aerial-to-Map

Class IOU Per-class Accuracy Per-pixel Accuracy

Image-to-Image Translation on Deep-Fashion

Image-to-Image Translation on Object Transfiguration (sheep-to-giraffe)

classification score

Image-to-Image Translation on SYNTHIA Fall-to-Winter

mIoU fwIOU Per-pixel Accuracy

Image-to-Image Translation on SYNTHIA-to-Cityscapes Labels

Image-to-Image Translation on anime-to-selfie

Kernel Inception Distance

Image-to-Image Translation on photo2vangogh

Frechet Inception Distance Kernel Inception Distance Number of params

Image-to-Image Translation on selfie-to-anime

Kernel Inception Distance

Image-to-Image Translation on vangogh2photo

Frechet Inception Distance Kernel Inception Distance Number of Params

Image-to-Image Translation on zebra2horse

Frechet Inception Distance Kernel Inception Distance Number of params

Image-to-Image Translation on 2017_test set

10 way 1~2 shot

Image-to-Image Translation on ADE-Indoor Labels-to-Photo

Image-to-Image Translation on AFHQ (Cat to Dog)

Image-to-Image Translation on AFHQ (Wild to Dog)

Image-to-Image Translation on Apples and Oranges

Kernel Inception Distance

Image-to-Image Translation on BRATS

Image-to-Image Translation on CPM-Synt-1

Image-to-Image Translation on CPM-Synt-2

Image-to-Image Translation on CVACT

Image-to-Image Translation on Cam2BEV

Image-to-Image Translation on IXI

Image-to-Image Translation on KITTI Object Tracking Evaluation 2012

Image-to-Image Translation on VITON-HD

Image-to-Image Translation on Zebra and Horses

Kernel Inception Distance

Image-to-Image Translation on dog2cat

Kernel Inception Distance

Image-to-Image Translation on photo2portrait

Kernel Inception Distance

Image-to-Image Translation on portrait2photo

Kernel Inception Distance

Image-to-Image Translation on RaFD

Classification Error

Image-to-Image Translation on SVNH-to-MNIST

Classification Accuracy