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 | 0.7509 (20.14%) | 0.8181 (5.55%) | 0.6777 (11.04%) | 0.5685 (14.35%) | 0.6642 (10.07%) | 0.8047 (1.55%) | 0.1030 (− 15.92%) | 0.0502 (− 59.96%) | 0.4689 (5th) |
GFF | 0.7665 (17.69%) | 0.8449 (2.20%) | 0.6652 (13.12%) | 0.4967 (30.88%) | 0.7013 (4.25%) | 0.8099 (0.90%) | 0.1012 (− 14.43%) | 0.0234 (− 14.10%) | 0.0493 (2nd) |
IGM | 0.7006 (28.76%) | 0.7303 (18.24%) | 0.6630 (13.50%) | 0.5555 (17.03%) | 0.6748 (8.34%) | 0.8058 (1.41%) | 0.1656 (− 47.71%) | 0.0205 (− 1.95%) | 2.0595 (7th) |
LPSR | 0.8925 (1.08%) | 0.8493 (1.67%) | 0.7439 (1.16%) | 0.5919 (9.83%) | 0.6994 (4.53%) | 0.8055 (1.45%) | 0.0930 (− 6.88%) | 0.0272 (− 26.10%) | 0.0291 (1st) |
WLS | 0.7348 (22.77%) | 0.7947 (8.66%) | 0.6723 (11.93%) | 0.5562 (16.88%) | 0.7000 (4.44%) | 0.8052 (1.49%) | 0.1122 (− 22.82%) | 0.0268 (− 25.00%) | 0.4363 (4th) |
CSR | 0.7924 (13.84%) | 0.8525 (1.29%) | 0.6861 (9.68%) | 0.5013 (29.68%) | 0.7216 (1.32%) | 0.8087 (1.05%) | 0.0998 (− 13.23%) | 0.0264 (− 23.86%) | 15.2319 (10th) |
LRD | 0.7346 (22.80%) | 0.7702 (12.11%) | 0.6780 (10.99%) | 0.5789 (12.30%) | 0.6733 (8.58%) | 0.8059 (1.40%) | 0.1319 (− 34.34%) | 0.0255 (− 21.18%) | 33.7116 (11th) |
TLayers | 0.6140 (44.92%) | 0.6327 (36.48%) | 0.5154 (46.00%) | 0.5052 (28.68%) | 0.5979 (22.28%) | 0.8056 (1.44%) | 0.2092 (− 58.60%) | 0.0233 (− 13.73%) | 0.5990 (6th) |
CSMCA | 0.7661 (17.75%) | 0.8310 (3.91%) | 0.6494 (15.88%) | 0.5457 (19.13%) | 0.6941 (5.33%) | 0.8051 (1.50%) | 0.1125 (− 23.02%) | 0.0291 (− 30.93%) | 52.2022 (12th) |
LATLRR | 0.6683 (34.98%) | 0.6577 (31.29%) | 0.6807 (10.55%) | 0.6404 (1.51%) | 0.6402 (14.20%) | 0.8053 (1.48%) | 0.1557 (− 44.38%) | 0.0221 (− 9.05%) | 8.0074 (8th) |
DTNP | 0.7707 (17.05%) | 0.8253 (4.63%) | 0.7343 (2.48%) | 0.6077 (6.98%) | 0.6898 (5.99%) | 0.8058 (1.41%) | 0.0876 (− 1.14%) | 0.0281 (− 28.47%) | 14.7256 (9th) |
VANet | 0.9021 (1st) | 0.8635 (1st) | 0.7525 (1st) | 0.6501 (1st) | 0.7311 (1st) | 0.8172 (1st) | 0.0866 (1st) | 0.0201 (1st) | 0.1682 (3rd) |