Aqua farms will be the most frequently encountered obstacle when autonomous ships sail along coastal area of Korea. We used YOLOv5 to create a model that detects aquaculture buoys. The distances between buoys and camera were calculated based on monocular stereo vision using detected image coordinates compared with those from laser distance sensor radar. A dataset containing 2700 images was divi...