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Table 9 The objective evaluation scores about group 8 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

0.6619 (5.03%)

0.7205 (4.34%)

0.5230 (18.66%)

0.3252 (23.37%)

0.5823 (17.19%)

0.8041 (1.77%)

0.1627 (− 5.16%)

0.0203 (− 29.56%)

0.4960 (5th)

GFF

0.5010 (38.76%)

0.6234 (20.60%)

0.4489 (38.25%)

0.2924 (37.21%)

0.5768 (18.31%)

0.8040 (1.78%)

0.1681 (− 8.20%)

0.0141 (1.42%)

(2nd) 0.0576

IGM

0.6933 (0.27%)

0.6888 (9.14%)

0.6100 (1.74%)

0.3427 (17.07%)

0.6593 (3.50%)

0.8058 (1.55%)

0.1946 (− 20.70%)

0.0169 (− 15.38%)

2.1689 (7th)

LPSR

0.6702 (3.73%)

0.6314 (19.07%)

0.5468 (13.50%)

0.3356 (19.55%)

0.6295 (8.40%)

0.8044 (1.73%)

0.2195 (− 29.70%)

0.0199 (− 28.14%)

0.0287 (1st)

WLS

0.6945 (0.10%)

0.7113 (5.69%)

0.5794 (7.11%)

0.3299 (21.61%)

0.6332 (7.77%)

0.8046 (1.70%)

0.1689 (− 8.64%)

0.0216 (− 33.80%)

0.3690 (4th)

CSR

0.5427 (28.10%)

0.7421 (1.30%)

0.5168 (20.09%)

0.2623 (52.95%)

0.6826 (− 0.03%)

0.8078 (1.30%)

0.1745 (− 11.58%)

0.0219 (− 34.70%)

(10th) 16.0802

LRD

0.6594 (5.43%)

0.6651 (13.04%)

0.5523 (12.37%)

0.2968 (35.18%)

0.6162 (10.74%)

0.8043 (1.74%)

0.1920 (− 19.64%)

0.0328 (− 56.40%)

34.4963 (11th)

TLayers

0.5511 (26.15%)

0.6077 (23.71%)

0.5020 (23.63%)

0.3219 (24.63%)

0.5406 (26.23%)

0.8042 (1.75%)

0.2835 (− 45.57%)

0.0152 (− 5.92%)

0.6978 (6th)

CSMCA

0.6476 (7.35%)

0.7360 (2.15%)

0.5095 (21.81%)

0.3072 (30.60%)

0.6455 (5.72%)

0.8045 (1.71%)

0.1617 (− 4.58%)

0.0161 (− 11.18%)

48.1738 (12th)

LATLRR

0.61550 (12.95%)

0.6219 (20.89%)

0.4556 (36.22%)

0.3935 (1.96%)

0.5997 (17.79%)

0.8047 (1.69%)

0.1983 (− 22.19%)

0.0173 (− 17.34%)

7.9532 (8th)

DTNP

0.6888 (0.93%)

0.7171 (4.84%)

0.5754 (7.86%)

0.3496 (14.76%)

0.6080 (12.24%)

0.8048 (1.68%)

0.1549 (− 0.39%)

0.0223 (− 35.87%)

14.8684 (9th)

VANet

0.6952 (1st)

0.7518 (1st)

0.6206 (1st)

0.4012 (1st)

0.6824 (2nd)

0.8183 (1st)

0.1543 (1st)

0.0143 (2nd)

0.1702 (3rd)