Real-time detection of underwater river crab based on multi-scale pyramid fusion image enhancement and MobileCenterNet model

•A novel underwater image enhancement method is proposed to improve the quality of river crab images.•A lightweight anchor-free one-stage crab detection model named MobileCenterNet is proposed.•A feature fusion module is designed to improve the detection performance for underwater river crab targets.