Identity-aware Dual-constraint Network for Cloth-Changing Person Re-identification

arXiv:2403.08270v1 Announce Type: new
Abstract: Cloth-Changing Person Re-Identification (CC-ReID) aims to accurately identify the target person in more realistic surveillance scenarios, where pedestrians usually change their clothing. Despite great progress, limited cloth-changing training samples in existing CC-ReID datasets still prevent the model from adequately learning cloth-irrelevant features. In addition, due to the absence of explicit supervision to keep the model constantly focused on cloth-irrelevant areas, existing methods are still hampered by the disruption of clothing variations. To solve the above …

abstract arxiv change clothing cs.cv datasets features identification identify identity network pedestrians person progress samples surveillance training type