Research Article
Saliency Aggregation: Multifeature and Neighbor Based Salient Region Detection for Social Images
Table 3
-measure, AUC, and MAE of OBS and 11 state-of-the-art methods on six state-of-the-art datasets.
| Metric | AUC | -measure | MAE |
| Dataset | MSRA1000 |
| FT | 0.766 | 0.579 | 0.241 | DRFI | 0.966 | 0.845 | 0.112 | RC | 0.937 | 0.817 | 0.138 | GC | 0.863 | 0.719 | 0.159 | HS | 0.93 | 0.813 | 0.161 | MC | 0.975 | 0.894 | 0.054 | MR | 0.941 | 0.824 | 0.127 | SF | 0.886 | 0.7 | 0.166 | BD | 0.948 | 0.82 | 0.11 | MDF | 0.978 | 0.888 | 0.066 | LEGS | 0.958 | 0.87 | 0.081 | OBS | 0.984 | 0.893 | 0.061 |
| Dataset | HKU-IS |
| FT | 0.71 | 0.477 | 0.244 | DRFI | 0.95 | 0.776 | 0.167 | RC | 0.903 | 0.726 | 0.165 | GC | 0.777 | 0.588 | 0.211 | HS | 0.884 | 0.71 | 0.213 | MC | 0.928 | 0.798 | 0.102 | MR | 0.87 | 0.714 | 0.174 | SF | 0.828 | 0.59 | 0.173 | BD | 0.91 | 0.726 | 0.14 | MDF | 0.971 | 0.869 | 0.072 | LEGS | 0.907 | 0.77 | 0.118 | OBS | 0.976 | 0.871 | 0.078 |
| Dataset | PASCAL-S |
| FT | 0.627 | 0.413 | 0.309 | DRFI | 0.899 | 0.69 | 0.21 | RC | 0.84 | 0.644 | 0.227 | GC | 0.727 | 0.539 | 0.266 | HS | 0.838 | 0.641 | 0.264 | MC | 0.907 | 0.74 | 0.145 | MR | 0.852 | 0.661 | 0.223 | SF | 0.746 | 0.493 | 0.24 | BD | 0.866 | 0.655 | 0.201 | MDF | 0.921 | 0.771 | 0.146 | LEGS | 0.891 | 0.752 | 0.157 | OBS | 0.927 | 0.778 | 0.141 |
| Dataset | ECSSD |
| FT | 0.663 | 0.43 | 0.289 | DRFI | 0.943 | 0.782 | 0.17 | RC | 0.893 | 0.738 | 0.186 | GC | 0.767 | 0.597 | 0.233 | HS | 0.885 | 0.727 | 0.228 | MC | 0.948 | 0.837 | 0.1 | MR | 0.888 | 0.736 | 0.189 | SF | 0.793 | 0.548 | 0.219 | BD | 0.896 | 0.716 | 0.171 | MDF | 0.957 | 0.847 | 0.106 | LEGS | 0.925 | 0.827 | 0.118 | OBS | 0.968 | 0.856 | 0.112 |
| Dataset | DUT-OMRON |
| FT | 0.682 | 0.381 | 0.25 | DRFI | 0.931 | 0.664 | 0.15 | RC | 0.859 | 0.599 | 0.189 | GC | 0.757 | 0.495 | 0.218 | HS | 0.86 | 0.616 | 0.227 | MC | 0.929 | 0.703 | 0.088 | MR | 0.853 | 0.61 | 0.187 | SF | 0.81 | 0.495 | 0.147 | BD | 0.894 | 0.63 | 0.144 | MDF | 0.935 | 0.728 | 0.088 | LEGS | 0.885 | 0.669 | 0.133 | OBS | 0.943 | 0.731 | 0.091 |
| Dataset | SOD |
| FT | 0.607 | 0.441 | 0.323 | DRFI | 0.89 | 0.699 | 0.223 | RC | 0.828 | 0.657 | 0.242 | GC | 0.692 | 0.526 | 0.284 | HS | 0.817 | 0.646 | 0.283 | MC | 0.868 | 0.727 | 0.179 | MR | 0.812 | 0.636 | 0.259 | SF | 0.714 | 0.516 | 0.267 | BD | 0.827 | 0.653 | 0.229 | MDF | 0.899 | 0.793 | 0.157 | LEGS | 0.836 | 0.732 | 0.195 | OBS | 0.907 | 0.801 | 0.163 |
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