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    Localized anomaly detection via hierarchical integrated activity discovery

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    http://hdl.handle.net/10217/82491
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    Chockalingam_colostate_0053N_12168.pdf (16.92Mb)
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    Abstract
    With the increasing number and variety of camera installations, unsupervised methods that learn typical activities have become popular for anomaly detection. In this thesis, we consider recent methods based on temporal probabilistic models and improve them in multiple ways. Our contributions are the following: (i) we integrate the low level processing and the temporal activity modeling, showing how this feedback improves the overall quality of the captured information, (ii) we show how the same approach can be taken to do hierarchical multi-camera processing, (iii) we use spatial analysis ...
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    Author(s)
    Chockalingam, Thiyagarajan

    Advisor(s)
    Rajopadhye, Sanjay; Anderson, Chuck

    Date Issued
    2014
    Format
    born digital; masters theses
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    • 2000-2019 - CSU Theses and Dissertations
    • Theses and Dissertations - Department of Electrical and Computer Engineering

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