Table 1 Quantitative comparison (MI, SF, VIF, \(Q^{AB/F}\), and SSIM) of nine methods on the M3FD, FMB, and RoadScene datasets.
Datasets | Metrics | IFCNN | U2Fusion | SwinFusion | SeAFusion | SuperFusion | TarDAL | SDDGAN | CoCoNet | Diff-IF | Ours |
|---|---|---|---|---|---|---|---|---|---|---|---|
M3FD | MI | 2.989 | 2.837 | 4.469 | 3.641 | 4.442 | 3.169 | 3.193 | 2.789 | 4.907 | 5.164 |
SF | 15.302 | 8.39 | 14.404 | 14.598 | 11.767 | 12.77 | 7.871 | 25.47 | 14.764 | 14.626 | |
VIF | 0.66 | 0.56 | 0.767 | 0.706 | 0.67 | 0.596 | 0.534 | 0.733 | 0.769 | 0.844 | |
\(Q^{AB/F}\) | 0.614 | 0.412 | 0.626 | 0.605 | 0.525 | 0.41 | 0.291 | 0.392 | 0.593 | 0.665 | |
SSIM | 0.947 | 0.888 | 1.016 | 0.944 | 0.991 | 0.88 | 0.788 | 0.682 | 0.935 | 1.001 | |
FMB | MI | 3.2 | 3.052 | 4.586 | 3.752 | 4.318 | 3.431 | 3.252 | 2.992 | 4.873 | 5.132 |
SF | 16.233 | 8.694 | 15.388 | 15.557 | 12.824 | 12.024 | 8.256 | 27.409 | 15.706 | 15.757 | |
VIF | 0.688 | 0.595 | 0.819 | 0.748 | 0.712 | 0.602 | 0.54 | 0.753 | 0.83 | 0.886 | |
\(Q^{AB/F}\) | 0.656 | 0.446 | 0.679 | 0.654 | 0.585 | 0.41 | 0.301 | 0.414 | 0.656 | 0.714 | |
SSIM | 0.963 | 0.907 | 1.015 | 0.958 | 1.001 | 0.909 | 0.798 | 0.69 | 0.974 | 1 | |
RoadScene | MI | 3.011 | 3.226 | 3.714 | 3.178 | 3.974 | 3.391 | 3.192 | 2.75 | 4.26 | 4.698 |
SF | 10.135 | 6.777 | 8.655 | 13.364 | 8.566 | 10.656 | 5.814 | 16.992 | 10.308 | 8.089 | |
VIF | 0.582 | 0.574 | 0.632 | 0.62 | 0.664 | 0.578 | 0.497 | 0.623 | 0.705 | 0.821 | |
\(Q^{AB/F}\) | 0.502 | 0.399 | 0.441 | 0.455 | 0.445 | 0.427 | 0.297 | 0.371 | 0.494 | 0.485 | |
SSIM | 0.933 | 0.902 | 0.941 | 0.866 | 0.958 | 0.871 | 0.789 | 0.717 | 0.861 | 0.967 |