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 | 0.7348 (10.59%) | 0.8307 (7.04%) | 0.7361 (12.53%) | 0.5699 (11.93%) | 0.6032 (9.43%) | 0.8056 (2.23%) | 0.1168 (− 17.47%) | 0.0286 (− 30.07%) | 0.4715 (5th) |
GFF | 0.7522 (8.03%) | 0.8571 (3.75%) | 0.7892 (4.95%) | 0.5621 (13.49%) | 0.6152 (7.30%) | 0.8114 (1.50%) | 0.1005 (− 4.08%) | 0.0323 (− 38.08%) | 0.0552 (2nd) |
IGM | 0.7554 (7.52%) | 0.7950 (11.85%) | 0.7938 (4.35%) | 0.6258 (1.93%) | 0.5850 (12.84%) | 0.8072 (2.03%) | 0.1470 (− 34.42%) | 0.0238 (− 15.97%) | 1.8972 (8th) |
LPSR | 0.7989 (1.71%) | 0.8696 (2.25%) | 0.8098 (2.28%) | 0.6243 (2.18%) | 0.6354 (3.89%) | 0.8070 (2.06%) | 0.0990 (− 2.62%) | 0.0303 (− 33.99%) | 0.0205 (1st) |
WLS | 0.7768 (4.61%) | 0.8464 (5.06%) | 0.5782 (43.25%) | 0.5724 (11.44%) | 0.6226 (6.02%) | 0.8065 (2.12%) | 0.0991 (− 2.72%) | 0.0367 (− 45.50%) | 0.1343 (3rd) |
CSR | 0.7812 (4.02%) | 0.8719 (1.98%) | 0.8148 (1.66%) | 0.5814 (9.72%) | 0.6474 (1.96%) | 0.8120 (1.43%) | 0.0988 (− 2.43%) | 0.0358 (− 44.13%) | 13.8835 (9th) |
LRD | 0.7769 (4.60%) | 0.8323 (6.84%) | 0.7786 (6.38%) | 0.6267 (1.79%) | 0.6324 (4.38%) | 0.8083 (1.89%) | 0.1159 (− 16.82%) | 0.0256 (− 21.88%) | 33.2710 (11th) |
TLayers | 0.6931 (17.24%) | 0.7146 (24.43%) | 0.7631 (8.54%) | 0.5539 (15.17%) | 0.5142 (28.37%) | 0.8070 (2.06%) | 0.1163 (− 17.11%) | 0.0341 (− 41.35%) | 0.5785 (6th) |
CSMCA | 0.7521 (8.04%) | 0.8403 (5.82%) | 0.7101 (16.65%) | 0.5632 (13.26%) | 0.6081 (8.55%) | 0.8059 (2.20%) | 0.1237 (− 22.07%) | 0.0213 (− 6.10%) | 51.6378 (12th) |
LATLRR | 0.7630 (6.50%) | 0.6861 (29.60%) | 0.7602 (8.96%) | 0.6119 (4.25%) | 0.5478 (20.50%) | 0.8061 (2.17%) | 0.1873 (− 48.53%) | 0.0203 (− 1.48%) | 8.0366 (7th) |
DTNP | 0.7892 (2.97%) | 0.8601 (3.38%) | 0.8073 (2.60%) | 0.6207 (2.77%) | 0.6314 (4.55%) | 0.8077 (1.97%) | 0.0969 (− 0.52%) | 0.0295 (− 32.20%) | 14.4718 (10th) |
VANet | 0.8126 (1st) | 0.8892 (1st) | 0.8283 (1st) | 0.6379 (1st) | 0.6601 (1st) | 0.8236 (1st) | 0.0964 (1st) | 0.0200 (1st) | 0.1622 (4th) |