The Dasha River dataset was collected by a USV sailing along the Dasha River in Shenzhen, China. Visual images in the dataset were extracted from two videos taken from a USV perspective, with a resolution of 1920×1080 pixels. Totally 360 images were obtained after screening, and all labels were manually annotated.