Table 3.
Quantitative comparison of GTMNet with other methods on SateHaze1k dataset.
| Setting | Thin fog | Moderate fog | Thick fog | Params | |||
|---|---|---|---|---|---|---|---|
| PSNR/dB | SSIM | PSNR/dB | SSIM | PSNR/dB | SSIM | ||
| DCP4 | 13.15 | 0.725 | 9.78 | 0.574 | 10.25 | 0.585 | – |
| DehazeNet5 | 19.75 | 0.895 | 18.12 | 0.855 | 14.33 | 0.706 | 0.009 M |
| Huang (SAR)7 | 24.16 | 0.906 | 25.31 | 0.926 | 25.07 | 0.864 | – |
| SkyGAN8 | 25.38 | 0.925 | 25.58 | 0.904 | 23.43 | 0.893 | – |
| TransRA14 | 25.20 | 0.930 | 26.50 | 0.947 | 22.73 | 0.875 | – |
| Dehazeformer-T22 | 24.51 | 0.968 | 26.38 | 0.969 | 22.02 | 0.932 | 0.686 M |
| Dehazeformer-S22 | 24.60 | 0.968 | 26.52 | 0.971 | 22.11 | 0.933 | 1.283 M |
| Dehazeformer-B22 | 25.18 | 0.971 | 26.74 | 0.973 | 22.23 | 0.934 | 2.514 M |
| Dehazeformer-L22 | 25.89 | 0.974 | 27.23 | 0.973 | 23.14 | 0.942 | 25.44 M |
| GTMNet-T | 25.14 | 0.970 | 26.73 | 0.971 | 22.31 | 0.935 | 0.798 M |
| GTMNet-S | 24.72 | 0.967 | 26.61 | 0.972 | 22.29 | 0.935 | 1.396 M |
| GTMNet-B | 24.89 | 0.970 | 27.22 | 0.973 | 23.02 | 0.939 | 2.629 M |
| GTMNet-L | 25.52 | 0.972 | 27.18 | 0.973 | 22.96 | 0.940 | 25.87 M |