Fig. 3
From: License plate recognition system for complex scenarios based on improved YOLOv5s and LPRNet

Structure diagram of improved YOLOv5s network. Incorporation of Triplet Attention modules into the 4th and 9th layers of the backbone, enabling joint modeling of spatial and channel dependencies to direct the network’s focus toward critical license plate regions, suppress background interference, and enhance detection performance for small targets.