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Table 5 The objective evaluation scores about group 5 fused images

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)