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Table 7 The objective evaluation scores about group 7 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

0.7509 (20.14%)

0.8181 (5.55%)

0.6777 (11.04%)

0.5685 (14.35%)

0.6642 (10.07%)

0.8047 (1.55%)

0.1030 (− 15.92%)

0.0502 (− 59.96%)

0.4689 (5th)

GFF

0.7665 (17.69%)

0.8449 (2.20%)

0.6652 (13.12%)

0.4967 (30.88%)

0.7013 (4.25%)

0.8099 (0.90%)

0.1012 (− 14.43%)

0.0234 (− 14.10%)

0.0493 (2nd)

IGM

0.7006 (28.76%)

0.7303 (18.24%)

0.6630 (13.50%)

0.5555 (17.03%)

0.6748 (8.34%)

0.8058 (1.41%)

0.1656 (− 47.71%)

0.0205 (− 1.95%)

2.0595 (7th)

LPSR

0.8925 (1.08%)

0.8493 (1.67%)

0.7439 (1.16%)

0.5919 (9.83%)

0.6994 (4.53%)

0.8055 (1.45%)

0.0930 (− 6.88%)

0.0272 (− 26.10%)

0.0291 (1st)

WLS

0.7348 (22.77%)

0.7947 (8.66%)

0.6723 (11.93%)

0.5562 (16.88%)

0.7000 (4.44%)

0.8052 (1.49%)

0.1122 (− 22.82%)

0.0268 (− 25.00%)

0.4363 (4th)

CSR

0.7924 (13.84%)

0.8525 (1.29%)

0.6861 (9.68%)

0.5013 (29.68%)

0.7216 (1.32%)

0.8087 (1.05%)

0.0998 (− 13.23%)

0.0264 (− 23.86%)

15.2319 (10th)

LRD

0.7346 (22.80%)

0.7702 (12.11%)

0.6780 (10.99%)

0.5789 (12.30%)

0.6733 (8.58%)

0.8059 (1.40%)

0.1319 (− 34.34%)

0.0255 (− 21.18%)

33.7116 (11th)

TLayers

0.6140 (44.92%)

0.6327 (36.48%)

0.5154 (46.00%)

0.5052 (28.68%)

0.5979 (22.28%)

0.8056 (1.44%)

0.2092 (− 58.60%)

0.0233 (− 13.73%)

0.5990 (6th)

CSMCA

0.7661 (17.75%)

0.8310 (3.91%)

0.6494 (15.88%)

0.5457 (19.13%)

0.6941 (5.33%)

0.8051 (1.50%)

0.1125 (− 23.02%)

0.0291 (− 30.93%)

52.2022 (12th)

LATLRR

0.6683 (34.98%)

0.6577 (31.29%)

0.6807 (10.55%)

0.6404 (1.51%)

0.6402 (14.20%)

0.8053 (1.48%)

0.1557 (− 44.38%)

0.0221 (− 9.05%)

8.0074 (8th)

DTNP

0.7707 (17.05%)

0.8253 (4.63%)

0.7343 (2.48%)

0.6077 (6.98%)

0.6898 (5.99%)

0.8058 (1.41%)

0.0876 (− 1.14%)

0.0281 (− 28.47%)

14.7256 (9th)

VANet

0.9021 (1st)

0.8635 (1st)

0.7525 (1st)

0.6501 (1st)

0.7311 (1st)

0.8172 (1st)

0.0866 (1st)

0.0201 (1st)

0.1682 (3rd)