Table 3 Comparison on three complex datasets after ablation of different modules.
From: Salient object detection with non-local feature enhancement and edge reconstruction
Ablation module | HKU-IS | DUT-OMRON | DUTS-TE | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
\(S_{m}~\uparrow\) | \(F^{\omega }_{\beta }~\uparrow\) | \(MAE~\downarrow\) | \(F^{max}_{\beta }~\uparrow\) | \(E^{max}_{m}~\uparrow\) | \(S_{m}~\uparrow\) | \(F^{\omega }_{\beta }~\uparrow\) | \(MAE~\downarrow\) | \(F^{max}_{\beta }~\uparrow\) | \(E^{max}_{m}~\uparrow\) | \(S_{m}~\uparrow\) | \(F^{\omega }_{\beta }~\uparrow\) | \(MAE~\downarrow\) | \(F^{max}_{\beta }~\uparrow\) | \(E^{max}_{m}~\uparrow\) | |
Ours | 0.934 | 0.920 | 0.023 | 0.948 | 0.972 | 0.860 | 0.789 | 0.051 | 0.839 | 0.899 | 0.907 | 0.866 | 0.030 | 0.904 | 0.948 |
ERM | 0.927 | 0.910 | 0.025 | 0.941 | 0.969 | 0.851 | 0.775 | 0.057 | 0.828 | 0.892 | 0.894 | 0.845 | 0.035 | 0.886 | 0.939 |
NLFEM | 0.933 | 0.917 | 0.024 | 0.947 | 0.971 | 0.857 | 0.782 | 0.055 | 0.835 | 0.896 | 0.905 | 0.860 | 0.032 | 0.901 | 0.946 |
Loss | 0.934 | 0.908 | 0.026 | 0.948 | 0.971 | 0.862 | 0.777 | 0.051 | 0.839 | 0.898 | 0.907 | 0.850 | 0.033 | 0.904 | 0.947 |
