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 | 0.7484 (16.02%) | 0.8219 (9.32%) | 0.6544 (22.65%) | 0.6402 (27.87%) | 0.5931 (23.22%) | 0.8042 (1.80%) | 0.0823 (− 39.00%) | 0.0125 (− 58.40%) | 0.4863 (5th) |
GFF | 0.8299 (4.63%) | 0.8976 (0.10%) | 0.7024 (14.27%) | 0.7604 (7.65%) | 0.7281 (0.37%) | 0.8156 (0.38%) | 0.0610 (− 17.70%) | 0.0106 (− 50.94%) | 0.0581 (2nd) |
IGM | 0.8450 (2.76%) | 0.8872 (1.27%) | 0.7128 (12.60%) | 0.8046 (1.74%) | 0.6976 (4.76%) | 0.8107 (0.99%) | 0.0639 (− 21.44%) | 0.0111 (− 53.15%) | 1.9547 (7th) |
LPSR | 0.8537 (1.71%) | 0.8762 (2.55%) | 0.7949 (0.97%) | 0.7977 (2.62%) | 0.6733 (8.54%) | 0.8049 (1.71%) | 0.0554 (− 9.39%) | 0.0123 (− 57.72%) | 0.0265 (1st) |
WLS | 0.7715 (12.55%) | 0.8268 (8.67%) | 0.7131 (12.55%) | 0.7568 (8.17%) | 0.6401 (14.17%) | 0.8049 (1.71%) | 0.0707 (− 29.00%) | 0.0108 (− 51.85%) | 0.1880 (4th) |
CSR | 0.8479 (2.41%) | 0.8976 (0.10%) | 0.7185 (11.70%) | 0.7564 (8.22%) | 0.6674 (9.50%) | 0.8083 (1.29%) | 0.0636 (− 21.07%) | 0.0134 (− 61.19%) | 16.7486 (10th) |
LRD | 0.8175 (6.21%) | 0.8342 (7.71%) | 0.6873 (16.78%) | 0.7523 (8.81%) | 0.6032 (21.15%) | 0.8058 (1.60%) | 0.0851 (− 40.41%) | 0.0055 (− 5.45%) | 33.5259 (11th) |
TLayers | 0.6448 (34.66%) | 0.6804 (32.05%) | 0.5475 (46.59%) | 0.7318 (11.86%) | 0.5420 (34.83%) | 0.8053 (1.66%) | 0.1068 (− 53.00%) | 0.0101 (− 48.51%) | 0.5913 (6th) |
CSMCA | 0.7560 (14.85%) | 0.8245 (8.98%) | 0.6417 (25.07%) | 0.6641 (23.26%) | 0.6468 (12.99%) | 0.8044 (1.78%) | 0.0826 (− 39.23%) | 0.0088 (− 40.90%) | 52.2731 (12th) |
LATLRR | 0.7278 (19.30%) | 0.7980 (12.59%) | 0.6670 (20.33%) | 0.6053 (35.24%) | 0.6416 (13.90%) | 0.8048 (1.73%) | 0.0952 (− 47.27%) | 0.0095 (− 45.26%) | 8.0273 (8th) |
DTNP | 0.8610 (0.85%) | 0.8989 (− 0.04%) | 0.7486 (7.21%) | 0.7926 (3.28%) | 0.6768 (7.98%) | 0.8077 (1.36%) | 0.0506 (− 0.79%) | 0.0133 (− 60.90%) | 14.3408 (9th) |
VANet | 0.8683 (1st) | 0.8985 (2nd) | 0.8026 (1st) | 0.8186 (1st) | 0.7308 (1st) | 0.8187 (1st) | 0.0502 (1st) | 0.0052 (1st) | 0.1653 (3rd) |