A new lightweight ship detection network based on the YOLOx-Tiny model has been proposed to improve the detection accuracy of multi-scale ship targets in SAR remote sensing images. The network consists of a multi-scale ship feature extraction module and an adaptive threshold-based whole SAR remote sensing image detection strategy. This technology has high application value in both military and civil fields.