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 | 0.6587 (14.86%) | 0.7006 (9.08%) | 0.5287 (23.45%) | 0.4139 (18.50%) | 0.5287 (32.59%) | 0.8034 (1.47%) | 0.1494 (− 9.71%) | 0.0215 (− 59.07%) | 0.4724 (5th) |
GFF | 0.6701 (12.91%) | 0.7315 (4.47%) | 0.6062 (7.67%) | 0.3778 (29.80%) | 0.6284 (11.55%) | 0.8087 (0.80%) | 0.1402 (− 3.78%) | 0.0144 (− 38.89%) | 0.0578 (2nd) |
IGM | 0.7298 (3.67%) | 0.7205 (6.06%) | 0.6385 (2.22%) | 0.5036 (− 2.60%) | 0.6965 (0.65%) | 0.8064 (1.09%) | 0.1410 (− 4.33%) | 0.0185 (− 52.43%) | 2.0005 (7th) |
LPSR | 0.7047 (7.36%) | 0.7125 (7.26%) | 0.6219 (4.95%) | 0.4595 (6.75%) | 0.6657 (5.30%) | 0.8033 (1.48%) | 0.1618 (− 16.63%) | 0.0231 (− 61.90%) | 0.0247 (1st) |
WLS | 0.7045 (7.40%) | 0.7083 (7.89%) | 0.6056 (7.78%) | 0.4619 (6.19%) | 0.6773 (3.50%) | 0.8042 (1.37%) | 0.1405 (− 3.99%) | 0.0209 (− 57.89%) | 0.1582 (3rd) |
CSR | 0.7030 (7.62%) | 0.7414 (3.08%) | 0.6436 (1.41%) | 0.3838 (27.80%) | 0.6903 (1.55%) | 0.8061 (1.13%) | 0.1354 (− 0.37%) | 0.0148 (− 40.54%) | 17.4229 (10th) |
LRD | 0.7205 (5.01%) | 0.6979 (9.50%) | 0.5983 (9.09%) | 0.4746 (3.35%) | 0.6525 (7.43%) | 0.8049 (1.28%) | 0.1572 (− 14.19%) | 0.0185 (− 52.43%) | 33.8562 (11th) |
TLayers | 0.5773 (31.06%) | 0.5562 (37.40%) | 0.4715 (38.43%) | 0.4370 (12.24%) | 0.5808 (20.70%) | 0.8046 (1.32%) | 0.2029 (− 33.51%) | 0.0206 (− 57.28%) | 0.5873 (6th) |
CSMCA | 0.6918 (9.37%) | 0.7160 (6.73%) | 0.5484 (19.02%) | 0.4331 (13.25%) | 0.6678 (4.97%) | 0.8038 (1.42%) | 0.1578 (− 14.51%) | 0.0146 (− 39.73%) | 51.0000 (12th) |
LATLRR | 0.6370 (18.78%) | 0.6201 (23.24%) | 0.5052 (29.20%) | 0.4660 (5.26%) | 0.6163 (13.74%) | 0.8044 (1.34%) | 0.2482 (− 45.65%) | 0.0133 (− 33.83%) | 8.1679 (8th) |
DTNP | 0.7465 (1.35%) | 0.7563 (1.04%) | 0.6407 (1.87%) | 0.4816 (1.85%) | 0.6605 (6.13%) | 0.8046 (1.32%) | 0.1536 (− 12.17%) | 0.0221 (− 60.18%) | 13.8429 (9th) |
VANet | 0.7566 (1st) | 0.7642 (1st) | 0.6527 (1st) | 0.4905 (2nd) | 0.7010 (1st) | 0.8152 (1st) | 0.1349 (1st) | 0.0088 | 0.1549 (4th) |
(1st) |