The objects in remote sensing images have large-scale variations, arbitrary directions, and are usually densely arranged, small easily submerged by background noises. They all hinder accurate object detection. To address the above problems, this paper proposes an detection method combining feature enhancement hybrid attention. Firstly, a fusion network (FEFN) is designed, which carries out dila...