Research Article

Improved YOLOv4 for Pedestrian Detection and Counting in UAV Images

Table 4

The ablation study of Density map regression module and MCNN in test set.

MethodDensity map regression moduleMCNN blockAP50MAEMSE

YOLO-CC37.2910.4617.40
37.758.8615.03
39.327.2912.38