With the increasing demand for automatic underwater object detection, different deep learning (DL) methods have been performed on forward-looking sonar (FLS) images in recent years. However, DL-based ...

To address this issue, this letter proposes a large-margin Gaussian mixture with a ring loss network (LGM-RNet). To improve CNN’s recognition performance for classes with few samples, the algorithm ...