Research Article
An Efficient Multiscale Pyramid Attention Network for Face Detection in Surveillance Images
Table 5
The runtime and parameters compare our model with different approaches on Wider Face dataset.
| Method | Backbone | mAP | Speed | Parameters | Runtime |
| FasterRCNN [33] | VGG19 | 71.2 | <6 FPS | 24M | 180 ms | ScaleFace [28] | ResNet50 | 77.2 | <8 FPS | 37M | 130 ms | HR [19] | ResNet101 | 80.6 | 3.1 FPS | 58.16 M | 360 ms | Gao [31] | TinyYOLOv3 | 91.5 | <6 FPS | 33M | 182 ms | Ours | Efficient-B3 | 89.2 | 24 FPS | 15M | 80 ms |
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