Distilled Siamese networks for visual tracking

Distilled Siamese networks for visual tracking

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...

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Bibliographic Details
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
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Institution: Singapore Management University
Language: English

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https://ink.library.smu.edu.sg/sis_research/9544
https://ink.library.smu.edu.sg/context/sis_research/article/10544/viewcontent/DistilledSiameseNetworksVisualTracking_av.pdf

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