Towards Robust Underwater Object Detection: UWOD Dataset and Transfer Learning Insights
This work creates the UWOD dataset through the integration of seven publicly available underwater datasets, comprising over 107 K images with approximately 374 K annotations across 39 classes, and employs a semi-automatic annotation pipeline that combines manual labeling with iterative model-in-the-loop training to ens...