“A new breakthrough has been made in the field of pedestrian re identification through occlusion. Relevant experts have constructed a multi perspective learning framework that integrates channel attention enhancement, saliency guided erasure, and gate regularization, effectively solving problems such as insufficient feature discriminability and poor robustness, and providing efficient solutions for pedestrian retrieval in complex monitoring scenarios.”