Abstract It is still a great challenge to detect pedestrians in crowded scenes. Recent works mainly focus on enhancing the feature representation of visible region. Although this strategy effective, it fails fully exploit appearance information contained full-body To end, we propose Dual-Mimic learning model, which consists occluded unoccluded (Occ-Unocc) and (Full-Vis) mimic branches. Both bra...