Median Stable Clustering and Global Distance Classification for Cross-Domain Person Re-Identification

• Published in: IEEE transactions on circuits and systems for video technology Vol. 32; no. 5; pp. 3164 - 3177
• Main Authors: Pang, Zhiqi, Guo, Jifeng, Ma, Zhiqiang, Sun, Wenbo, Xiao, Yanbang
• Format: Journal Article
• Language: English
• Published: New York IEEE 01.05.2022; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Cameras; Classification; Clustering; Data mining; Deep learning; domain adaptation; Domains; Feature extraction; Loss measurement; Mathematical models; Measurement methods; Parameter sensitivity; person re-identification; Sensitivity; Similarity; Sun; Training; unsupervised learning

The person re-identification (ReID) method in a single-domain achieves appealing performance, but its reliance on label information greatly limits its extensibility. Therefore, the unsupervised cross-domain ReID method has received extensive attention. Its purpose is to optimize the model by using t...