Crabs, such as swimming crabs and mud crabs, are famous for their high nutritional value but are difficult to preserve. Thus, the traceability of crabs is vital for food safety. Existing deep-learning methods can be applied to identify individual crabs. However, there is no previous study that used abdomen images to identify individual crabs. In this paper, we provide a novel Part-based Deep Learning Network (PDN) to reliably...