S-FPN: A shortcut feature pyramid network for sea cucumber detection in underwater images

•An underwater image dataset of sea cucumber was created and annotated with rectangular boxes.•A detection network S-FPN, introducing shortcut connections to the feature pyramid, was proposed.•A new Piecewise Focal Loss function was created to alleviate the problem of class imbalance in object detection.