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 | 0.7198 (8.38%) | 0.7889 (4.61%) | 0.6766 (14.32%) | 0.5852 (18.46%) | 0.6610 (10.53%) | 0.8058 (1.35%) | 0.1347 (− 7.13%) | 0.0309 (− 29.13%) | 0.4892 (5th) |
GFF | 0.6909 (12.91%) | 0.8037 (2.69%) | 0.5700 (35.70%) | 0.5854 (18.41%) | 0.6503 (12.35%) | 0.8083 (1.04%) | 0.1428 (− 12.39%) | 0.0311 (− 29.58%) | 0.0519 (2nd) |
IGM | 0.7345 (6.21%) | 0.7079 (16.58%) | 0.7045 (9.79%) | 0.6300 (10.03%) | 0.6548 (11.58%) | 0.8067 (1.24%) | 0.2042 (− 38.74%) | 0.0248 (− 11.69%) | 2.0109 (7th) |
LPSR | 0.7703 (1.27%) | 0.8153 (1.23%) | 0.7619 (− 1.10%) | 0.6425 (7.89%) | 0.6979 (4.69%) | 0.8063 (1.29%) | 0.1287 (− 2.80%) | 0.0277 (− 20.94%) | 0.0194 (1st) |
WLS | 0.7548 (3.35%) | 0.7954 (3.76%) | 0.7350 (2.52%) | 0.6220 (11.45%) | 0.6976 (4.73%) | 0.8066 (1.25%) | 0.1341 (− 6.71%) | 0.0348 (− 37.07%) | 0.1492 (3rd) |
CSR | 0.7190 (8.50%) | 0.8114 (1.71%) | 0.6851 (9.98%) | 0.5134 (35.02%) | 0.7199 (1.49%) | 0.8085 (1.01%) | 0.1314 (− 4.79%) | 0.0427 (− 48.71%) | 14.1277 (10th) |
LRD | 0.7659 (1.85%) | 0.7926 (4.13%) | 0.7408 (1.71%) | 0.6434 (7.74%) | 0.6906 (5.79%) | 0.8071 (1.19%) | 0.1476 (− 15.24%) | 0.0283 (− 22.61%) | 33.3678 (11th) |
TLayers | 0.6722 (16.05%) | 0.6572 (25.58%) | 0.6010 (25.37%) | 0.5653 (22.63%) | 0.6069 (20.38%) | 0.8068 (1.23%) | 0.2768 (− 50.80%) | 0.0307 (− 28.66%) | 0.5858 (6th) |
CSMCA | 0.7364 (5.93%) | 0.8006 (3.09%) | 0.6697 (12.51%) | 0.6004 (15.46%) | 0.6644 (9.96%) | 0.8062 (1.30%) | 0.1509 (− 17.10%) | 0.0226 (− 3.09%) | 36.0721 (12th) |
LATLRR | 0.6630 (17.66%) | 0.6412 (28.71%) | 0.6851 (9.98%) | 0.6830 (1.49%) | 0.6242 (17.03%) | 0.8062 (1.30%) | 0.2045 (− 38.83%) | 0.0233 (− 6.01%) | 7.8907 (8th) |
DTNP | 0.7593 (2.74%) | 0.8044 (2.60%) | 0.7531 (0.05%) | 0.6357 (9.05%) | 0.6706 (8.95%) | 0.8065 (1.26%) | 0.1272 (− 1.65%) | 0.0353 (− 37.96%) | 14.0789 (9th) |
VANet | 0.7801 (1st) | 0.8253 (1st) | 0.7535 (2nd) | 0.6932 (1st) | 0.7306 (1st) | 0.8167 (1st) | 0.1251 (1st) | 0.0219 (1st) | 0.1579 (4th) |