notesum.ai
Published at December 10EchoIR: Advancing Image Restoration with Echo Upsampling and Bi-Level Optimization
cs.CV
eess.IV
Released Date: December 10, 2024

| Test100 | Rain100H | Rain100L | Test2800 | Test1200 | Average | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Methods | PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | PSNR | SSIM |
| DerainNet (Fu et al. 2017a) | 22.77 | 0.810 | 14.92 | 0.592 | 27.03 | 0.884 | 24.31 | 0.861 | 23.38 | 0.835 | 22.48 | 0.796 |
| SEMI (Wei et al. 2019) | 22.35 | 0.788 | 16.56 | 0.486 | 25.03 | 0.842 | 24.43 | 0.782 | 26.05 | 0.822 | 22.88 | 0.744 |
| PReNet (Ren et al. 2019) | 24.81 | 0.851 | 26.77 | 0.858 | 32.44 | 0.950 | 31.75 | 0.916 | 31.36 | 0.911 | 29.42 | 0.897 |
| MSPFN (Jiang et al. 2020) | 27.50 | 0.876 | 28.66 | 0.860 | 32.40 | 0.933 | 32.82 | 0.930 | 32.39 | 0.916 | 30.75 | 0.903 |
| MPRNet (Zamir et al. 2021) | 30.27 | 0.897 | 30.41 | 0.890 | 36.40 | 0.965 | 33.64 | 0.938 | 32.91 | 0.916 | 32.73 | 0.921 |
| MFDNet (Wang et al. 2023) | 30.78 | 0.914 | 30.48 | 0.899 | 37.61 | 0.973 | 33.55 | 0.939 | 33.01 | 0.925 | 33.08 | 0.930 |
| DGUNet (Mou, Wang, and Zhang 2022) | 30.32 | 0.899 | 30.66 | 0.891 | 37.42 | 0.969 | 33.68 | 0.938 | 33.23 | 0.920 | 33.06 | 0.923 |
| SPAIR (Purohit et al. 2021) | 30.35 | 0.909 | 30.95 | 0.892 | 36.93 | 0.969 | 33.34 | 0.936 | 33.04 | 0.922 | 32.91 | 0.926 |
| Restormer (Zamir et al. 2022) | 31.63 | 0.923 | 31.14 | 0.907 | 37.46 | 0.972 | 33.98 | 0.942 | 33.11 | 0.926 | 33.46 | 0.934 |
| Burstormer (Dudhane et al. 2023) | 31.72 | 0.930 | 31.20 | 0.911 | 37.59 | 0.982 | 34.09 | 0.949 | 33.25 | 0.932 | 33.57 | 0.941 |
| EchoIR (ours) | 32.17 | 0.939 | 31.58 | 0.926 | 38.04 | 0.993 | 34.41 | 0.953 | 33.66 | 0.947 | 33.97 | 0.952 |