Camera-Based Batch Normalization: An Effective Distribution Alignment Method for Person Re-Identification

• Published in: IEEE transactions on circuits and systems for video technology Vol. 32; no. 1; pp. 374 - 387
• Main Authors: Zhuang, Zijie, Wei, Longhui, Xie, Lingxi, Ai, Haizhou, Tian, Qi
• Format: Journal Article
• Language: English
• Published: New York IEEE 01.01.2022; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Alignment; Annotations; camera-based batch normalization; Cameras; cross-modality tasks; distribution gap; Feature extraction; Infrared cameras; Person re-identification; Task analysis; Test procedures; Testing; Training; Visualization

Person re-identification (ReID) aims at matching identities across disjoint cameras. Its fundamental difficulty lies in associating images across individual cameras, where a key clue, i.e. , identity appearance, is prone to the environmental factors of cameras and, consequently, subject to distinct...