Table 2 Ablation experiment results (MSRS dataset).
From: A multi-scale end-to-end visible and infrared image enhancement fusion method
Group | Experimental Configuration | EN | AG | VIF | SSIM | SD | NMI |
|---|---|---|---|---|---|---|---|
1 | Baseline (MFB + TST + AA) | 6.655 | 4.143 | 0.947 | 0.873 | 29.716 | 0.725 |
2 | W/O Multi-scale Fusion Block (TST + AA) | 6.415 | 3.868 | 0.901 | 0.845 | 29.146 | 0.697 |
3 | W/O Three-Stage Training (MFB + AA) | 6.309 | 3.517 | 0.873 | 0.830 | 28.562 | 0.681 |
4 | W/O Adaptive Attention (MFB + TST) | 6.481 | 3.885 | 0.918 | 0.851 | 29.328 | 0.702 |
5 | W/O MFB + W/O TST (Only AA retained) | 6.123 | 3.245 | 0.827 | 0.798 | 27.894 | 0.655 |
6 | W/O MFB + W/O AA (Only TST retained) | 6.287 | 3.619 | 0.859 | 0.816 | 28.417 | 0.673 |
7 | W/O TST + W/O AA (Only MFB retained) | 6.352 | 3.703 | 0.868 | 0.824 | 28.735 | 0.685 |
8 | W/O MFB + W/O TST + W/O AA | 5.987 | 2.986 | 0.783 | 0.765 | 26.942 | 0.621 |
