Multi-Scale Contrastive Learning with Hierarchical Knowledge Synergy for Visible-Infrared Person Re-Identification

• Published in: Sensors (Basel, Switzerland) Vol. 25; no. 1; p. 192
• Main Authors: Qian, Yongheng, Tang, Su-Kit
• Format: Journal Article
• Language: English
• Published: Switzerland MDPI AG 01.01.2025; MDPI
• Subjects: Cameras; contrastive learning; cross-modality; deep supervision; Identification; Knowledge; knowledge synergy; Medical imaging equipment; person re-identification; Semantics; Supervision; Germany; deep supervision; contrastive learning; person re-identification; cross-modality; knowledge synergy

Visible-infrared person re-identification (VI-ReID) is a challenging cross-modality retrieval task to match a person across different spectral camera views. Most existing works focus on learning shared feature representations from the final embedding space of advanced networks to alleviate modality...