Table 10 Performance comparison of models in complex scenarios.
Model name | PolyU-abrupt lighting change (PSNR = 22 dB) | CASIA-Gaussian noise (\(\sigma =0.1\)) | CASIA-rotation deformation (\(30^\circ\)) | Comprehensive robustness index |
---|---|---|---|---|
U-Net | 88.3/0.812 | 79.5/0.753 | 75.2/0.698 | 0.741 |
ResNet | 89.5/0.826 | 82.7/0.781 | 78.9/0.721 | 0.776 |
Swin-transformer | 91.2/0.843 | 85.6/0.802 | 83.4/0.774 | 0.806 |
Our model | 96.7/0.901 | 91.3/0.872 | 92.8/0.865 | 0.879 |