Research Article
Saliency Detection via Fusing Color Contrast and Hash Fingerprint
Table 1
Quantitative comparison of different methods over six image datasets.
| Dataset | Metrics | Method | FT | IT | GBMR | CA | LC | MSS | SF | SRFC | Ours |
| MASK10k | AUC | 0.8546 | 0.9144 | 0.9261 | 0.9504 | 0.8762 | 0.9326 | 0.9023 | 0.8952 | 0.9780 | MAE | 0.1972 | 0.1929 | 0.1303 | 0.1787 | 0.1829 | 0.1851 | 0.2055 | 0.1045 | 0.1265 | Fβ-score | 0.8438 | 0.7818 | 0.9335 | 0.7789 | 0.8459 | 0.8840 | 0.7402 | 0.9224 | 0.9494 |
| SOD | AUC | 0.7175 | 0.8888 | 0.9454 | 0.9023 | 0.7212 | 0.8725 | 0.8745 | 0.8372 | 0.9472 | MAE | 0.3284 | 0.3120 | 0.2794 | 0.2927 | 0.3214 | 0.3171 | 0.3423 | 0.2476 | 0.2427 | Fβ-score | 0.8136 | 0.8137 | 0.9636 | 0.8136 | 0.7993 | 0.8720 | 0.7991 | 0.8691 | 0.9254 |
| DUTS | AUC | 0.8274 | 0.8836 | 0.9200 | 0.8973 | 0.8277 | 0.8840 | 0.7974 | 0.8866 | 0.9679 | MAE | 0.2465 | 0.2578 | 0.1817 | 0.2458 | 0.2439 | 0.2429 | 0.2708 | 0.1447 | 0.1752 | Fβ-score | 0.8358 | 0.7582 | 0.9298 | 0.7810 | 0.8257 | 0.8480 | 0.6805 | 0.9313 | 0.9354 |
| ECSSD | AUC | 0.7250 | 0.8702 | 0.9075 | 0.8875 | 0.7124 | 0.8557 | 0.8449 | 0.8266 | 0.9248 | MAE | 0.3006 | 0.2635 | 0.2311 | 0.2458 | 0.2938 | 0.2623 | 0.2820 | 0.2025 | 0.2184 | Fβ-score | 0.7651 | 0.7556 | 0.9182 | 0.7989 | 0.7569 | 0.8315 | 0.7476 | 0.8732 | 0.8756 |
| HKU_IS | AUC | 0.8110 | 0.8887 | 0.8483 | 0.8839 | 0.8007 | 0.8886 | 0.6379 | 0.9244 | 0.9342 | MAE | 0.2019 | 0.2074 | 0.1868 | 0.2422 | 0.2028 | 0.1823 | 0.2387 | 0.0881 | 0.1590 | Fβ-score | 0.7554 | 0.6986 | 0.8388 | 0.6704 | 0.7365 | 0.7922 | 0.4673 | 0.9139 | 0.8600 |
| DADA-W | AUC | 0.8406 | 0.9477 | 0.9374 | 0.9443 | 0.8041 | 0.9065 | 0.9192 | 0.8664 | 0.9610 | MAE | 0.1538 | 0.1350 | 0.1185 | 0.1569 | 0.1611 | 0.1410 | 0.1418 | 0.1504 | 0.1147 | Fβ-score | 0.6650 | 0.7840 | 0.8575 | 0.7269 | 0.6339 | 0.7317 | 0.7022 | 0.6640 | 0.8586 |
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