Table 3 An ablation study on the structural rationality of HMIM. We present four hierarchies: 1, 2, 4, and 8.

From: Camouflaged object detection via context and texture-aware hierarchical interaction

Branch

CAMO

COD10K

NC4K

\(S_{\alpha } \uparrow\)

\(E_{\phi } \uparrow\)

\(F_{\beta }^{\omega } \uparrow\)

\(M \downarrow\)

\(S_{\alpha } \uparrow\)

\(E_{\phi } \uparrow\)

\(F_{\beta }^{\omega } \uparrow\)

\(M \downarrow\)

\(S_{\alpha } \uparrow\)

\(E_{\phi } \uparrow\)

\(F_{\beta }^{\omega } \uparrow\)

\(M \downarrow\)

1

0.874

0.926

0.827

0.047

0.862

0.925

0.768

0.025

0.887

0.934

0.836

0.033

2

0.879

0.928

0.833

0.046

0.868

0.927

0.780

0.024

0.890

0.934

0.841

0.032

4

0.882

0.931

0.842

0.044

0.869

0.930

0.785

0.023

0.890

0.935

0.844

0.032

6

0.878

0.931

0.838

0.045

0.867

0.930

0.784

0.023

0.889

0.936

0.844

0.032

  1. The best results are highlighted in bold.