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 1–10 of 1184 papers
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
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | HRDA + PiPa | mIoU (13 classes) | 74.8 | — | Unverified |
| 2 | MIC | mIoU (13 classes) | 74 | — | Unverified |
| 3 | HRDA | mIoU (13 classes) | 72.4 | — | Unverified |
| 4 | SePiCo | mIoU (13 classes) | 71.4 | — | Unverified |
| 5 | CAMix (w DAFormer) | mIoU (13 classes) | 69.2 | — | Unverified |
| 6 | DAFormer + ProCST | mIoU (13 classes) | 68.2 | — | Unverified |
| 7 | DAFormer | mIoU (13 classes) | 67.4 | — | Unverified |
| 8 | TransDA-B | mIoU (13 classes) | 66.3 | — | Unverified |
| 9 | CPSL | mIoU (13 classes) | 65.3 | — | Unverified |
| 10 | ProDA+CRA | mIoU (13 classes) | 63.7 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MIC | mIoU | 75.9 | — | Unverified |
| 2 | HRDA + PiPa | mIoU | 75.6 | — | Unverified |
| 3 | HRDA | mIoU | 73.8 | — | Unverified |
| 4 | DAFormer + PiPa | mIoU | 71.7 | — | Unverified |
| 5 | SePiCo | mIoU | 70.3 | — | Unverified |
| 6 | CAMix (w DAFormer) | mIoU | 70 | — | Unverified |
| 7 | DAFormer + ProCST | mIoU | 69.4 | — | Unverified |
| 8 | DAFormer | mIoU | 68.3 | — | Unverified |
| 9 | TransDA-B | mIoU | 63.9 | — | Unverified |
| 10 | DDB | mIoU | 62.7 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | DP-SIMS (ConvNext-L) | mIoU | 76.3 | — | Unverified |
| 2 | DP-GAN | mIoU | 73.6 | — | Unverified |
| 3 | OASIS | mIoU | 69.3 | — | Unverified |
| 4 | SPADE + SESAME | mIoU | 66 | — | Unverified |
| 5 | CC-FPSE | mIoU | 65.5 | — | Unverified |
| 6 | SPADE + FFL | mIoU | 64.2 | — | Unverified |
| 7 | CC-FPSE-AUG | mIoU | 63.1 | — | Unverified |
| 8 | SPADE | mIoU | 62.3 | — | Unverified |
| 9 | SB-GAN | FID | 60.39 | — | Unverified |
| 10 | pix2pixHD | mIoU | 58.3 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Pix2PixHD-AUG | Accuracy | 77.9 | — | Unverified |
| 2 | DP-SIMS (ConvNext-L) | mIoU | 54.3 | — | Unverified |
| 3 | DP-GAN | mIoU | 52.7 | — | Unverified |
| 4 | SCDM | mIoU | 49.4 | — | Unverified |
| 5 | SPADE + SESAME | mIoU | 49 | — | Unverified |
| 6 | OASIS | mIoU | 48.8 | — | Unverified |
| 7 | CC-FPSE-AUG | mIoU | 44 | — | Unverified |
| 8 | CC-FPSE | mIoU | 43.7 | — | Unverified |
| 9 | SPADE | mIoU | 38.5 | — | Unverified |
| 10 | VQGAN+Transformer | FID | 35.5 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | pix2pixHD | FID | 111.5 | — | Unverified |
| 2 | CRN | FID | 70.4 | — | Unverified |
| 3 | Pix2PixHD-AUG | FID | 54.2 | — | Unverified |
| 4 | USIS-Wavelet | FID | 28.6 | — | Unverified |
| 5 | USIS | FID | 27.8 | — | Unverified |
| 6 | SPADE | FID | 22.6 | — | Unverified |
| 7 | VQGAN+Transformer | FID | 22.4 | — | Unverified |
| 8 | CC-FPSE | FID | 19.2 | — | Unverified |
| 9 | CC-FPSE-AUG | FID | 19.1 | — | Unverified |
| 10 | OASIS | FID | 17 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | EGSDE | FID | 30.61 | — | Unverified |
| 2 | PonoSPadaIN | FID | 23.8 | — | Unverified |
| 3 | PHStarGANv2 n=3 | FID | 16.63 | — | Unverified |
| 4 | PHStarGANv2 n=4 | FID | 16.54 | — | Unverified |
| 5 | CoCosNet | FID | 14.3 | — | Unverified |
| 6 | StarGAN v2 | FID | 13.73 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MIC | mAP | 47.6 | — | Unverified |
| 2 | SSA-DA | mAP | 42.5 | — | Unverified |
| 3 | MCAR | mAP | 38.8 | — | Unverified |
| 4 | Progressive Domain Adaptation | mAP | 36.9 | — | Unverified |
| 5 | Diversify & Match | mAP | 34.6 | — | Unverified |
| 6 | FRCNN in the wild | mAP | 27.6 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | CouncilGAN | DFID | 172.5 | — | Unverified |
| 2 | DRIT++ | DFID | 160.1 | — | Unverified |
| 3 | StarGANv2 | DFID | 53.6 | — | Unverified |
| 4 | GNR | DFID | 26.1 | — | Unverified |
| 5 | U-GAT-IT | Kernel Inception Distance | 7.07 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | pyramidpix2pix | Average PSNR | 21.16 | — | Unverified |
| 2 | pix2pixHD | Average PSNR | 19.63 | — | Unverified |
| 3 | pix2pix | Average PSNR | 19.33 | — | Unverified |
| 4 | cycleGAN | Average PSNR | 16.2 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | CycleGAN | Frechet Inception Distance | 89.7 | — | Unverified |
| 2 | PoL (CycleGAN) | Frechet Inception Distance | 53 | — | Unverified |
| 3 | CycleGANAS | Frechet Inception Distance | 38.06 | — | Unverified |
| 4 | U-GAT-IT | Kernel Inception Distance | 7.06 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | pyramidpix2pix | PSNR | 12.19 | — | Unverified |
| 2 | cycleGAN | PSNR | 11.22 | — | Unverified |
| 3 | pix2pixHD | PSNR | 11.16 | — | Unverified |
| 4 | pix2pix | PSNR | 10.77 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | DRIT++ | DFID | 94.6 | — | Unverified |
| 2 | StarGANv2 | DFID | 83 | — | Unverified |
| 3 | CouncilGAN | DFID | 56.2 | — | Unverified |
| 4 | GNR | DFID | 35.6 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | PoL (CycleGAN) | Frechet Inception Distance | 152.7 | — | Unverified |
| 2 | CycleGAN | Frechet Inception Distance | 151.4 | — | Unverified |
| 3 | U-GAT-IT | Kernel Inception Distance | 4.28 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | CycleGAN | Frechet Inception Distance | 163.4 | — | Unverified |
| 2 | PoL (CycleGAN) | Frechet Inception Distance | 134.4 | — | Unverified |
| 3 | U-GAT-IT | Kernel Inception Distance | 5.61 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | PoL (CycleGAN) | Frechet Inception Distance | 112.3 | — | Unverified |
| 2 | CycleGAN | Frechet Inception Distance | 110.5 | — | Unverified |
| 3 | U-GAT-IT | Kernel Inception Distance | 7.47 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | StarGAN v2 | LPIPS | 0.52 | — | Unverified |
| 2 | LPIPS | 0.12 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | CyCADA | mIoU | 63.3 | — | Unverified |
| 2 | FCNs in the wild | mIoU | 59.6 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | hi | 10 way 1~2 shot | 457 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SB-GAN | FID | 48.15 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | EGSDE | FID | 51.04 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | EGSDE | FID | 50.43 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Shared discriminator GAN | Kernel Inception Distance | 4.4 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | ResViT | PSNR | 26.9 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | U-GAT-IT | Kernel Inception Distance | 8.15 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SynDiff | PSNR | 30.42 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SRNet | Average PSNR | 21.12 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | U-GAT-IT | Kernel Inception Distance | 1.79 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | U-GAT-IT | Kernel Inception Distance | 1.69 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Shared discriminator GAN | Kernel Inception Distance | 5.8 | — | Unverified |