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 | 0.7751 (10.59%) | 0.8586 (4.66%) | 0.7595 (10.23%) | 0.5421 (14.96%) | 0.6057 (11.95%) | 0.8060 (2.58%) | 0.1003 (− 14.96%) | 0.0271 (− 31.37%) | 0.4843 (5th) |
GFF | 0.6792 (26.20%) | 0.6961 (29.09%) | 0.6570 (27.42%) | 0.5194 (19.98%) | 0.5544 (22.31%) | 0.8064 (2.53%) | 0.1295 (− 34.13%) | 0.0189 (− 1.59%) | 0.0527 (2nd) |
IGM | 0.7639 (12.21%) | 0.8143 (10.35%) | 0.7684 (8.95%) | 0.5956 (4.63%) | 0.5882 (15.28%) | 0.8072 (2.43%) | 0.1247 (− 31.60%) | 0.0257 (− 27.63%) | 1.9045 (7th) |
LPSR | 0.7974 (7.50%) | 0.8708 (3.19%) | 0.8017 (4.43%) | 0.5920 (5.27%) | 0.6393 (6.07%) | 0.8071 (2.44%) | 0.0945 (− 9.74%) | 0.0294 (− 36.73%) | 0.1302 (3rd) |
WLS | 0.7768 (10.35%) | 0.8590 (4.61%) | 0.7392 (13.25%) | 0.5417 (15.05%) | 0.6361 (6.60%) | 0.8066 (2.50%) | 0.0957 (− 10.87%) | 0.0294 (− 36.73%) | 0.0276 (1st) |
CSR | 0.7918 (8.26%) | 0.8869 (1.32%) | 0.7889 (6.12%) | 0.5264 (18.39%) | 0.6713 (1.01%) | 0.8126 (1.75%) | 0.1103 0.0861 | 0.0323 (− 42.41%) | 16.1686 (10th) |
LRD | 0.7707 (13.22%) | 0.8484 (5.92%) | 0.7837 (6.83%) | 0.6077 (2.55%) | 0.6298 (7.67%) | 0.8079 (2.34%) | (− 0.93%) (− 22.67%) | 0.0265 (− 29.81%) | 33.4586 (11th) |
TLayers | 0.6816 (25.76%) | 0.7167 (25.38%) | 0.7162 (16.89%) | 0.5125 (21.60%) | 0.5107 (32.78%) | 0.8071 (2.44%) | 0.1075 (− 20.65%) | 0.0315 (− 40.95%) | 0.6064 (6th) |
CSMCA | 0.7842 (9.31%) | 0.8656 (3.81%) | 0.7233 (15.75%) | 0.5249 (18.73%) | 0.6193 (9.49%) | 0.8066 (2.50%) | 0.1042 (− 18.14%) | 0.0213 (− 12.68%) | 35.8234 (12th) |
LATLRR | 0.6895 (24.32%) | 0.6966 (29.00%) | 0.7334 (14.15%) | 0.5819 (7.10%) | 0.5444 (24.56%) | 0.8065 (2.52%) | 0.1220 (− 30.08%) | 0.0199 (− 6.53%) | 8.2307 (8th) |
DTNP | 0.7982 (7.39%) | 0.8709 (3.18%) | 0.7990 (4.78%) | 0.5925 (5.18%) | 0.6357 (6.67%) | 0.8075 (2.39%) | 0.0894 (− 4.59%) | 0.0298 (− 37.58%) | 14.0949 (9th) |
VANet | 0.8572 (1st) | 0.8986 (1st) | 0.8372 (1st) | 0.6232 (1st) | 0.6781 (1st) | 0.8268 (1st) | 0.0853 (1st) | 0.0186 (1st) | 0.1568 (4th) |