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Learning Patterns of Activity Using Real-Time Tracking (2000)
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| Venue: | IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE |
| Citations: | 898 - 10 self |
BibTeX
@ARTICLE{Stauffer00learningpatterns,
author = {Chris Stauffer and W. Eric L. Grimson},
title = {Learning Patterns of Activity Using Real-Time Tracking},
journal = {IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE},
year = {2000},
volume = {22},
pages = {747--757}
}
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Abstract
Our goal is to develop a visual monitoring system that passively observes moving objects in a site and learns patterns of activity from those observations. For extended sites, the system will require multiple cameras. Thus, key elements of the system are motion tracking, camera coordination, activity classification, and event detection. In this paper, we focus on motion tracking and show how one can use observed motion to learn patterns of activity in a site. Motion
