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

Figure 2

Pipeline for our method. We employ EfficientNet (the left panel) as the base network (the colorful boxes mean various CNN layers; we elaborate on this in Section 3.1), and we insert three dilated convolutions in the context module. The remaining section is built using a pyramid attention module, feature fusion, and two subnets.