Video Super-Resolution
Video Super-Resolution is a computer vision task that aims to increase the resolution of a video sequence, typically from lower to higher resolutions. The goal is to generate high-resolution video frames from low-resolution input, improving the overall quality of the video.
( Image credit: Detail-revealing Deep Video Super-Resolution )
Papers
Showing 1–10 of 281 papers
All datasetsMSU Super-Resolution for Video CompressionMSU Video Upscalers: Quality EnhancementMSU Video Super Resolution Benchmark: Detail RestorationVid4 - 4x upscalingVid4 - 4x upscaling - BD degradationREDS4- 4x upscalingUDM10 - 4x upscalingUltra Video Group HD - 4x upscalingFalling ObjectsTbDTbD-3DVimeo90K
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | VideoGigaGAN | PSNR | 27.04 | — | Unverified |
| 2 | TecoGAN⊖ | PSNR | 25.89 | — | Unverified |
| 3 | TecoGAN | PSNR | 25.57 | — | Unverified |
| 4 | EvTexture+ | SSIM | 0.9 | — | Unverified |
| 5 | EvTexture | SSIM | 0.89 | — | Unverified |
| 6 | IART | SSIM | 0.85 | — | Unverified |
| 7 | MIA-VSR | SSIM | 0.85 | — | Unverified |
| 8 | CFD-PSRT | SSIM | 0.85 | — | Unverified |
| 9 | PSRT-recurrent | SSIM | 0.85 | — | Unverified |
| 10 | RVRT | SSIM | 0.85 | — | Unverified |