From: VANet: a medical image fusion model based on attention mechanism to assist disease diagnosis
Methods | Metrics | ||||||||
---|---|---|---|---|---|---|---|---|---|
Qw | Qe | SSIM | VIF | FMI | NCIE | LABF | NABF | Time | |
NSCT | 0.7433 (7.04%) | 0.8220 (4.28%) | 0.6955 (28.68%) | 0.5658 (10.32%) | 0.6304 (12.67%) | 0.8057 (1.79%) | 0.1205 (− 15.93%) | 0.0290 (− 30.34%) | 0.4928 (5th) |
GFF | 0.7402 (7.48%) | 0.8363 (2.50%) | 0.7037 (24.21%) | 0.5240 (19.12%) | 0.7010 (1.33%) | 0.8094 (1.32%) | 0.1146 (− 11.61%) | 0.0283 (− 28.62%) | 0.0548 |
(2nd) | |||||||||
IGM | 0.7484 (6.31%) | 0.8026 (6.80%) | 0.7032 (24.30%) | 0.5891 (5.96%) | 0.6508 (9.14%) | 0.8068 (1.65%) | 0.1380 (− 26.59%) | 0.0255 (− 20.78%) | 2.1848 (7th) |
LPSR | 0.7867 (1.13%) | 0.8454 (1.40%) | 0.7645 (14.33%) | 0.6133 (1.78%) | 0.6863 (3.50%) | 0.8046 (1.70%) | 0.1118 (− 9.39%) | 0.0299 (− 32.44%) | 0.0245 (1st) |
WLS | 0.7675 (3.66%) | 0.8297 (3.31%) | 0.7092 (23.25%) | 0.5568 (12.10%) | 0.6854 (3.63%) | 0.8064 (1.70%) | 0.1113 (− 8.98%) | 0.0315 (− 35.87%) | 0.1407 (3rd) |
CSR | 0.7514 (5.88%) | 0.8389 (2.18%) | 0.7202 (21.36%) | 0.5168 (20.78%) | 0.7026 (1.10%) | 0.8101 (1.23%) | 0.1078 (− 6.03%) | 0.0370 (− 45.41%) | 15.2815 (10th) |
LRD | 0.7729 (2.94%) | 0.8186 (4.72%) | 0.7245 (20.65%) | 0.5981 (4.36%) | 0.6682 (6.30%) | 0.8073 (1.59%) | 0.1290 (− 21.47%) | 0.0232 (− 12.93%) | 33.4755 (11th) |
TLayers | 0.6445 (23.44%) | 0.6710 (27.75%) | 0.5779 (51.25%) | 0.5068 (23.16%) | 0.5816 (22.13%) | 0.8069 (1.64%) | 0.1766 (− 42.63%) | 0.0376 (− 46.28%) | 0.5856 (6th) |
CSMCA | 0.7644 (4.08%) | 0.8357 (2.57%) | 0.8616 (1.45%) | 0.5616 (11.15%) | 0.6757 (5.12%) | 0.8062 (1.72%) | 0.1290 (− 21.47%) | 0.0206 (− 1.94%) | 36.0302 (12th) |
LATLRR | 0.6702 (18.71%) | 0.6808 (25.91%) | 0.7026 (24.41%) | 0.6243 (− 0.02%) | 0.5949 (19.40%) | 0.8062 (1.72%) | 0.1789 (− 43.38%) | 0.0217 (− 6.91%) | 8.1392 (8th) |
DTNP | 0.7813 (1.83%) | 0.8443 (1.53%) | 0.7690 (13.67%) | 0.6112 (2.13%) | 0.6627 (7.18%) | 0.8068 (1.65%) | 0.1017 (− 0.39%) | 0.0317 (− 36.27%) | 13.9342 (9th) |
VANet | 0.7956 (1st) | 0.8572 (1st) | 0.8741 (1st) | 0.6242 (2nd) | 0.7103 (1st) | 0.8201 (1st) | 0.1013 (1st) | 0.0202 (1st) | 0.1573 (4th) |