Research on Asphalt Pavement Disease Detection Based on Improved YOLOv5s

Figure 5

The CBAM attention module and its improvement.

(a) Convolutional block attention module

(b) Channel attention module

(c) Spatial attention module

(d) Improved spatial attention module