notesum.ai
Published at November 27Adaptive Blind All-in-One Image Restoration
cs.CV
Released Date: November 27, 2024
Authors: David Serrano-Lozano1, Luis Herranz2, Shaolin Su1, Javier Vazquez-Corral1
Aff.: 1Computer Vision Center, Universitat Autonoma de Barcelona; 2Universidad Autonoma de Madrid

| PSNR/SSIM | Deraining | Dehazing | Denoising | Deblurring | Low-Light | Average | Param. | ||||||
| Rain100L | SOTS (Out) | BSD68 σ=25 | GoPro | LoLv1 | |||||||||
| AirNet [27] | 32.98 | .951 | 21.04 | .884 | 30.91 | .882 | 24.35 | .781 | 18.18 | .735 | 25.49 | .847 | 9M |
| Uformer [51] | 35.48 | .967 | 27.20 | .958 | 30.59 | .869 | 26.41 | .809 | 21.40 | .808 | 28.21 | .882 | 52M |
| IDR [64] | 35.63 | .965 | 25.24 | .943 | 31.60 | .887 | 27.87 | .846 | 21.34 | .826 | 28.34 | .893 | 15M |
| X-Restormer [8] | 35.42 | .968 | 27.58 | .959 | 30.92 | .880 | 27.54 | .835 | 20.88 | .817 | 28.47 | .891 | 26M |
| DA-CLIP [30] | 35.49 | .970 | 28.10 | .962 | 30.42 | .859 | 26.50 | .807 | 21.94 | .817 | 28.49 | .880 | 174M |
| DiffUIR [66] | 35.52 | .969 | 28.17 | .964 | 30.92 | .879 | 26.99 | .821 | 20.92 | .789 | 28.50 | .880 | 36M |
| Restormer [63] | 35.56 | .970 | 27.94 | .962 | 30.74 | .875 | 26.84 | .818 | 21.74 | .815 | 28.56 | .888 | 26M |
| PromptIR [40] | 35.40 | .967 | 28.26 | .965 | 30.89 | .872 | 26.55 | .808 | 21.80 | .815 | 28.58 | .885 | 36M |
| Ours OH | 37.73 | .978 | 33.46 | .983 | 31.38 | .898 | 29.00 | .878 | 24.20 | .865 | 31.15 | .920 | 59M |
| Ours SW | 37.79 | .979 | 33.48 | .984 | 31.38 | .898 | 29.00 | .878 | 24.19 | .865 | 31.17 | .921 | 59M |
| Ours (Oracle) | 39.09 | 0.981 | 33.54 | .984 | 31.40 | 0.901 | 29.10 | .879 | 24.45 | .866 | 31.39 | .922 | 59M |