An Efficient Multiscale Pyramid Attention Network for Face Detection in Surveillance Images

Table 4

Results comparison on Wider Face validation set.

Algorithms	Backbone	Easy	Medium	Hard
LDCF+ [27]	—	79.0	76.9	52.2
Multitask cascade-CNN [6]	—	84.8	82.5	59.8
ScaleFace [28]	ResNet50	86.8	86.7	77.2
CMS-RCNN [8]	VGG16	89.9	87.4	62.4
MSCNN [29]	VGG16	91.6	90.3	80.2
HR [19]	ResNet101	92.5	91.0	80.6
Zhu [30]	ResNet101	94.9	93.3	86.1
FAN [29]	ResNet50	94.3	94.2	88.8
Gao [31]	TinyYOLOv3	95.26	89.2	77.9
DBCFace [32]	ResNet50	95.84	94.96	90.34
Ours	Efficient-B7	96.3	95.1	89.2