Beyond triplet loss: Person re-identification with fine-grained difference-aware pairwise loss

• Main Authors: YAN, Cheng, PANG, Guansong, BAI, Xiao, LIU, Changhong, NING, Xin, ZHOU, Jun
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Person Re-Identification; Fine-grained Difference; Representation Learning; Triplet Loss; Pairwise Loss; Artificial Intelligence and Robotics; Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/7023; https://ink.library.smu.edu.sg/context/sis_research/article/8026/viewcontent/2009.10295.pdf
• Institution: Singapore Management University

Person Re-IDentification (ReID) aims at re-identifying persons from different viewpoints across multiple cameras. Capturing the fine-grained appearance differences is often the key to accurate person ReID, because many identities can be differentiated only when looking into these fine-grained differ...