Aiming at the problems of multi-class SAR image object detection in large scenes, the SAR image object detection based on deep learning is analyzed. The current status of object detection in SAR images was reviewed from the aspects of multi-scale, complex background and large scene. The existing problems of current SAR image object detection are summarized, and the next step is prospected. The results show that this study can provide a reference for related work.