The Common Objects Underwater (COU) Dataset for Robust Underwater Object Detection
The COU dataset provides 10K instance-segmented images of common man-made objects underwater across diverse environments like pools and oceans. It addresses the lack of domain-specific data for AUV detection, allowing models trained on this data to perform robustly in real-world underwater scenarios by mitigating the shift from terrestrial training.