The intelligent perception ability of the close-range navigation environment is basis autonomous decision-making and control unmanned ships. In order to realize real-time ships, an enhanced attention mechanism YOLOv4 (EA-YOLOv4) algorithm proposed. First all, on YOLOv4, convolutional block module (CBAM) used search for features in channel space dimensions, respectively, improve model’s feature ...