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 | 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 |