Paper | Code | Subjective | SSIM | PSNR | VMAF | LPIPS | ERQAv2.0 | ModelName | ReleaseDate |
---|---|---|---|---|---|---|---|---|---|
Simple Baselines for Image Restoration | ✓ Link | 2.8405 | 0.95035 | 30.54803 | 66.85941 | 0.08561 | 0.74508 | NAFNet (REDS) | 2022-04-10 |
VRT: A Video Restoration Transformer | ✓ Link | 2.3854 | 0.94503 | 31.42945 | 66.72253 | 0.08165 | 0.74874 | VRT (GoPro) | 2022-01-28 |
VRT: A Video Restoration Transformer | ✓ Link | 1.5660 | 0.94601 | 30.97878 | 66.81782 | 0.08248 | 0.75056 | VRT (REDS) | 2022-01-28 |
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better | ✓ Link | 1.0375 | DeblurGAN Inception | 2019-08-10 | |||||
MAXIM: Multi-Axis MLP for Image Processing | ✓ Link | 1.0081 | 0.94959 | 67.3502 | 0.07836 | 0.74277 | MAXIM (REDS) | 2022-01-09 | |
Intriguing Findings of Frequency Selection for Image Deblurring | ✓ Link | 0.5354 | 0.94484 | 31.57612 | 66.55057 | 0.08326 | 0.74323 | Deeprft (GoPro) | 2021-11-23 |
Intriguing Findings of Frequency Selection for Image Deblurring | ✓ Link | 0.4622 | 0.94479 | 31.32349 | 66.46811 | 0.08139 | 0.74339 | Deeprft (REDS) | 2021-11-23 |
Improving Image Restoration by Revisiting Global Information Aggregation | ✓ Link | 0.4407 | 0.94542 | 31.65037 | 67.01788 | 0.08323 | 0.74521 | MPR local | 2021-12-08 |
MAXIM: Multi-Axis MLP for Image Processing | ✓ Link | 0.2070 | 0.94386 | 31.36344 | 67.7557 | 0.09188 | MAXIM (GoPro) | 2022-01-09 | |
Restormer: Efficient Transformer for High-Resolution Image Restoration | ✓ Link | 0.1231 | 0.94217 | 31.12341 | 65.25911 | 0.08251 | 0.73875 | Restormer local | 2021-11-18 |
Restormer: Efficient Transformer for High-Resolution Image Restoration | ✓ Link | 0.1175 | 0.94632 | 31.76111 | 66.3964 | 0.08239 | 0.74776 | Restormer | 2021-11-18 |