Distilled Siamese networks for visual tracking

• Main Authors: SHEN, Jianbing, LIU, Yuanpei, DONG, Xingping, LU, Xiankai, KHAN, Fahad Shahbaz, HOI, Steven
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Siamese network; Teacher-students; Knowledge distillation; Siamese trackers; Artificial Intelligence and Robotics; Theory and Algorithms
• Online Access: https://ink.library.smu.edu.sg/sis_research/9544; https://ink.library.smu.edu.sg/context/sis_research/article/10544/viewcontent/DistilledSiameseNetworksVisualTracking_av.pdf
• Institution: Singapore Management University

In recent years, Siamese network based trackers have significantly advanced the state-of-the-art in real-time tracking. Despite their success, Siamese trackers tend to suffer from high memory costs, which restrict their applicability to mobile devices with tight memory budgets. To address this issue...