Research Article
A Multilevel Single Stage Network for Face Detection
Table 2
Results on MALF set and WIDER FACE validation set.
| | Method | WIDER FACE | MALF | | Easy (%) | Medium (%) | Hard (%) | Time (ms) | Large (%) | Medium (%) | Small (%) |
| | RFAB-f-R-FCN | 91.3 | 89.6 | 79.4 | 109 | — | — | — | | PPN | 79.5 | 77.4 | 57.7 | 17 | — | — | — | | XIE | 88.5 | 85.4 | 73.8 | 190 | — | — | — | | HR | 91.9 | 90.8 | 82.3 | 377 | — | — | — | | VJ | 41.2 | 33.3 | 13.7 | 20 | 45.8 | 35.7 | 11.4 | | YOLO v3 | 87.5 | 80.9 | 47.3 | 29 | 75.0 | 73.1 | 58.5 | | MSNFD (enhance feature module) | 86.6 | 79.9 | 52.3 | 30 | 77.5 | 82.6 | 65.5 | | MSNFD (first-level) | 91.8 | 87.8 | 54.5 | 31 | 79.5 | 83.5 | 69.3 | | MSNFD (first-level + second-level) | 91.2 | 87.5 | 67.1 | 33 | 79.7 | 84.1 | 77.8 | | MSNFD (first-level + second-level + two-stage train) | 93.5 | 90.7 | 71.1 | 33 | 82.8 | 88.8 | 80.2 |
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