Underwater target detection with an attention mechanism and improved scale

The light problem and the complicated environment of underwater images make target detection difficult. These images are usually blurry because tiny inorganic and organic particles in the water have a great impact on light. To solve this problem, we add squeeze and excitation modules after the deep convolution layers of the YOLOv3 model to learn the relationship between channels and enhance the semantic information of deep features. In addition,...