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 | 0.6196 (6.71%) | 0.6521 (8.28%) | 0.4803 (17.34%) | 0.3041 (25.35%) | 0.6051 (24.03%) | 0.8041 (1.26%) | 0.1813 (− 4.69%) | 0.0184 (− 33.70%) | 0.5007 (5th) |
GFF | 0.5237 (26.26%) | 0.5326 (32.57%) | 0.5235 (7.66%) | 0.2902 (31.36%) | 0.7507 (− 0.03%) | 0.8041 (1.26%) | 0.2208 (− 21.74%) | 0.0143 (− 14.69%) | 0.0588 (2nd) |
IGM | 0.6499 (1.74%) | 0.6212 (13.67%) | 0.5451 (3.39%) | 0.3047 (25.11%) | 0.6594 (13.82%) | 0.8056 (1.07%) | 0.2274 (− 24.01%) | 0.0136 (− 10.29%) | 2.1402 (7th) |
LPSR | 0.6362 (3.93%) | 0.6200 (13.89%) | 0.4923 (14.48%) | 0.2959 (28.83%) | 0.6360 (18.00%) | 0.8043 (1.23%) | 0.2014 (− 14.20%) | 0.0184 (− 33.70%) | 0.0299 (1st) |
WLS | 0.6581 (0.47%) | 0.6496 (8.70%) | 0.5311 (6.12%) | 0.2988 (27.58%) | 0.6417 (16.95%) | 0.8047 (1.18%) | 0.1918 (− 9.91%) | 0.0188 (− 35.11%) | 0.3217 (4th) |
CSR | 0.4737 (39.58%) | 0.6853 (3.04%) | 0.5151 (9.42%) | 0.2782 (37.02%) | 0.6853 (9.51%) | 0.8073 (0.85%) | 0.1935 (− 10.70%) | 0.0241 (− 49.38%) | 15.9263 (10th) |
LRD | 0.6306 (4.85%) | 0.5689 (24.12%) | 0.4794 (17.56%) | 0.2857 (33.43%) | 0.5982 (25.46%) | 0.8046 (1.19%) | 0.2465 (− 29.90%) | 0.0165 (− 26.06%) | 34.3784 (11th) |
TLayers | 0.4955 (33.44%) | 0.5391 (30.98%) | 0.4427 (27.31%) | 0.3121 (22.14%) | 0.5526 (35.81%) | 0.8047 (1.18%) | 0.3045 (− 43.25%) | 0.0128 (− 4.69%) | 0.7025 (6th) |
CSMCA | 0.5997 (10.26%) | 0.6884 (2.57%) | 0.4814 (17.08%) | 0.2915 (30.77%) | 0.6579 (14.08%) | 0.8046 (1.19%) | 0.1726 (1.16%) | 0.0141 (− 13.48%) | 44.3954 (12th) |
LATLRR | 0.5703 (15.94%) | 0.5673 (24.47%) | 0.4253 (32.52%) | 0.3641 (4.70%) | 0.5921 (26.75%) | 0.8048 (1.17%) | 0.2246 (− 23.06%) | 0.0169 (− 27.81%) | 8.0570 (8th) |
DTNP | 0.6508 (1.60%) | 0.6474 (9.07%) | 0.5099 (10.53%) | 0.3212 (18.68%) | 0.5796 (29.49%) | 0.8047 (1.18%) | 0.1798 (− 3.89%) | 0.0192 (− 36.46%) | 15.0684 (9th) |
VANet | 0.6612 (1st) | 0.7061 (1st) | 0.5636 (1st) | 0.3812 (1st) | 0.7505 (2nd) | 0.8142 (1st) | 0.1728 (2nd) | 0.0122 (1st) | 0.1759 (3rd) |