Comprehensive Evaluation of Feature Detection Algorithms for 2-D Forward-Looking Sonar Imagery

Robust feature detection is essential for various underwater robot perception tasks, but existing methods developed for RGB images are not well-suited for sonar data. This study provides a comprehensive evaluation of several feature detectors on real sonar images from multiple devices to identify the most effective approaches and the factors influencing their performance.