Table 4 Quantitative evaluation results of ablation studies on the M3FD dataset.

From: A dual-stream feature decomposition network with weight transformation for multi-modality image fusion

 

MI

VIF

\(Q^{AB/F}\)

mAP

Size (M)

Time (s)

w/o Weight transformation

2.728

0.745

0.659

0.634

1.583

3.351±0.639

w/o FAB

4.884

0.811

0.652

0.647

0.998

2.329±0.540

w/o Inter-FEB

4.857

0.811

0.658

0.636

0.656

2.270±0.374

w/o DWF

4.956

0.816

0.653

0.647

1.095

2.361±0.440

Ours

5.164

0.844

0.665

0.661

1.095

2.361±0.440

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