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 | 0.6619 (5.03%) | 0.7205 (4.34%) | 0.5230 (18.66%) | 0.3252 (23.37%) | 0.5823 (17.19%) | 0.8041 (1.77%) | 0.1627 (− 5.16%) | 0.0203 (− 29.56%) | 0.4960 (5th) |
GFF | 0.5010 (38.76%) | 0.6234 (20.60%) | 0.4489 (38.25%) | 0.2924 (37.21%) | 0.5768 (18.31%) | 0.8040 (1.78%) | 0.1681 (− 8.20%) | 0.0141 (1.42%) | (2nd) 0.0576 |
IGM | 0.6933 (0.27%) | 0.6888 (9.14%) | 0.6100 (1.74%) | 0.3427 (17.07%) | 0.6593 (3.50%) | 0.8058 (1.55%) | 0.1946 (− 20.70%) | 0.0169 (− 15.38%) | 2.1689 (7th) |
LPSR | 0.6702 (3.73%) | 0.6314 (19.07%) | 0.5468 (13.50%) | 0.3356 (19.55%) | 0.6295 (8.40%) | 0.8044 (1.73%) | 0.2195 (− 29.70%) | 0.0199 (− 28.14%) | 0.0287 (1st) |
WLS | 0.6945 (0.10%) | 0.7113 (5.69%) | 0.5794 (7.11%) | 0.3299 (21.61%) | 0.6332 (7.77%) | 0.8046 (1.70%) | 0.1689 (− 8.64%) | 0.0216 (− 33.80%) | 0.3690 (4th) |
CSR | 0.5427 (28.10%) | 0.7421 (1.30%) | 0.5168 (20.09%) | 0.2623 (52.95%) | 0.6826 (− 0.03%) | 0.8078 (1.30%) | 0.1745 (− 11.58%) | 0.0219 (− 34.70%) | (10th) 16.0802 |
LRD | 0.6594 (5.43%) | 0.6651 (13.04%) | 0.5523 (12.37%) | 0.2968 (35.18%) | 0.6162 (10.74%) | 0.8043 (1.74%) | 0.1920 (− 19.64%) | 0.0328 (− 56.40%) | 34.4963 (11th) |
TLayers | 0.5511 (26.15%) | 0.6077 (23.71%) | 0.5020 (23.63%) | 0.3219 (24.63%) | 0.5406 (26.23%) | 0.8042 (1.75%) | 0.2835 (− 45.57%) | 0.0152 (− 5.92%) | 0.6978 (6th) |
CSMCA | 0.6476 (7.35%) | 0.7360 (2.15%) | 0.5095 (21.81%) | 0.3072 (30.60%) | 0.6455 (5.72%) | 0.8045 (1.71%) | 0.1617 (− 4.58%) | 0.0161 (− 11.18%) | 48.1738 (12th) |
LATLRR | 0.61550 (12.95%) | 0.6219 (20.89%) | 0.4556 (36.22%) | 0.3935 (1.96%) | 0.5997 (17.79%) | 0.8047 (1.69%) | 0.1983 (− 22.19%) | 0.0173 (− 17.34%) | 7.9532 (8th) |
DTNP | 0.6888 (0.93%) | 0.7171 (4.84%) | 0.5754 (7.86%) | 0.3496 (14.76%) | 0.6080 (12.24%) | 0.8048 (1.68%) | 0.1549 (− 0.39%) | 0.0223 (− 35.87%) | 14.8684 (9th) |
VANet | 0.6952 (1st) | 0.7518 (1st) | 0.6206 (1st) | 0.4012 (1st) | 0.6824 (2nd) | 0.8183 (1st) | 0.1543 (1st) | 0.0143 (2nd) | 0.1702 (3rd) |