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 | 0.7958 (2.17%) | 0.8520 (0.77%) | 0.8083 (6.05%) | 0.6728 (11.56%) | 0.6509 (5.93%) | 0.8060 (1.38%) | 0.1228 (− 0.57%) | 0.0289 (− 47.06%) | 0.5051 (5th) |
GFF | 0.7622 (6.68%) | 0.8407 (2.13%) | 0.7531 (13.82%) | 0.6150 (22.05%) | 0.6111 (12.83%) | 0.8071 (1.24%) | 0.1513 (− 19.30%) | 0.0263 (− 41.83%) | 0.0560 (2nd) |
IGM | 0.7165 (13.48%) | 0.7414 (15.80%) | 0.6855 (25.05%) | 0.6234 (20.40%) | 0.6550 (5.27%) | 0.8067 (1.29%) | 0.2033 (− 39.94%) | 0.0222 (− 30.08%) | 2.1543 (7th) |
LPSR | 0.7806 (4.16%) | 0.8350 (2.83%) | 0.8451 (1.43%) | 0.7085 (5.94%) | 0.6728 (2.48%) | 0.8060 (1.38%) | 0.1399 (− 12.72%) | 0.0327 (− 53.21%) | 0.0200 (1st) |
WLS | 0.7656 (6.20%) | 0.8312 (3.30%) | 0.7191 (19.20%) | 0.6343 (18.34%) | 0.6815 (1.17%) | 0.8063 (1.34%) | 0.1423 (− 14.20%) | 0.0270 (− 43.33%) | 0.2019 (4th) |
CSR | 0.7795 (4.31%) | 0.8497 (1.05%) | 0.8152 (5.15%) | 0.6655 (12.79%) | 0.6897 (− 0.03%) | 0.8072 (1.23%) | 0.1284 (− 4.91%) | 0.0334 (− 54.19%) | 17.5814 (10th) |
LRD | 0.7575 (7.34%) | 0.8058 (6.55%) | 0.7319 (17.12%) | 0.6559 (14.44%) | 0.6737 (2.35%) | 0.8067 (1.29%) | 0.1577 (− 22.57%) | 0.0232 (− 34.05%) | 33.5066 (11th) |
TLayers | 0.6375 (27.55%) | 0.6997 (22.71%) | 0.5648 (51.77%) | 0.5696 (31.78%) | 0.5999 (14.94%) | 0.8067 (1.29%) | 0.2595 (− 52.95%) | 0.0330 (− 53.64%) | 0.6608 (6th) |
CSMCA | 0.8029 (1.27%) | 0.8489 (1.14%) | 0.7903 (8.47%) | 0.6878 (9.13%) | 0.6643 (3.79%) | 0.8063 (1.34%) | 0.1537 (− 20.56%) | 0.0193 (− 20.73%) | 57.9753 (12th) |
LATLRR | 0.7196 (12.99%) | 0.7041 (21.94%) | 0.7971 (7.54%) | 0.7398 (1.46%) | 0.6175 (11.66%) | 0.8065 (1.31%) | 0.1639 (− 25.50%) | 0.0158 (− 3.16%) | 7.9590 (8th) |
DTNP | 0.7905 (2.86%) | 0.8489 (1.14%) | 0.8291 (3.39%) | 0.6961 (7.83%) | 0.6671 (3.36%) | 0.8064 (1.33%) | 0.1239 (− 1.45%) | 0.0322 (− 52.48%) | 14.0796 (9th) |
VANet | 0.8131 (1st) | 0.8586 (1st) | 0.8572 (1st) | 0.7506 (1st) | 0.6895 (2nd) | 0.8171 (1st) | 0.1221 (1st) | 0.0153 (1st) | 0.1649 (3rd) |