Joint discriminative representation learning for end-to-end person search

Pengcheng Zhang, Xiaohan Yu, Xiao Bai, Chen Wang, Jin Zheng, Xin Ning

Abstract: Highlights•A joint instance- and part-aware embedding optimization framework for person search.•A novel ROICoseg module that captures part information without annotations.•A Contextual Instance Batch Sampling method to construct training batches.•CDPS, the first benchmark for person search with cross-door environment variance.