Visualizing summaries of performance for instructors assessing physical-motion skills

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Authors
Rowe, Neil C.
Houde, Jeff P.
Osoteo, Rey M.
Schwamm, Riqui
Kirk, Cory R.
Reed, Ahren A.
Khan, Saad
Broaddus, Chris
Meng, Chris
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Advisors
Date of Issue
2011-04
Date
April 2011
Publisher
Monterey, California. Naval Postgraduate School
Language
Abstract
Physical-motion skills are important in physical education, theater, military training, and a wide range of vocational training. Teaching them is difficult because events happen quickly and the view of instructors is often occluded. We are developing training systems using modern surveillance technology that can automatically track and assess students exercising physical-motion skills. We describe two systems we have implemented, one with inexpensive nonimaging sensors and one with multi-camera fusion, to track U.S. Marines during training and assess how well they are performing. The key challenge is visually summarizing the data because there is usually too much for instructors to inspect manually. We describe several visualization methods we provide, including plots of unusual events in time and space broken down by student and type of event, plots of continuous-valued metrics, plots of group centroids, and comparison plots of similar exercises. Results show that interesting phenomena can be seen in the visualizations that are otherwise difficult to recognize.
Type
Conference Paper
Description
This paper appeared in the Proceedings of Global Learn Asia Pacific 2011, Melbourne, Australia, April 2011.
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Department
Computer Science (CS)
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Sponsors
This work was sponsored by the U.S. Navy Modeling and Simulation Office, the Office of Naval Research as part of the BASE-IT project, and the National Science Foundation under grant 0729696.
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Citation
Proceedings of Global Learn Asia Pacific 2011, Melbourne, Australia, April 2011.
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This publication is a work of the U.S. Government as defined in Title 17, United States Code, Section 101. Copyright protection is not available for this work in the United States.
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