Bin Li

DS-PRNet: lightweight camouflaged object detection with dynamic sparse attention and feature-, attention-, and output-level distillation

DS-PRNet is proposed, a lightweight COD framework that integrates a Dynamic Sparse Attention module with a feature-, attention- and output-level distillation strategy that substantially reduces model parameters and computational cost while maintaining competitive detection accuracy, with only a modest performance trade...