Fast pedestrian detection from a moving vehicle

Thesis (M. Eng.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Computer Science, 2006. === Includes bibliographical references (p. 69-71). === This paper presents a method of real-time multi-modal pedestrian detection from a moving vehicle. The system uses both intensit...

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Bibliographic Details
Main Author: You, Shuang
Other Authors: Trevor Darrell.
Format: Others
Language:English
Published: Massachusetts Institute of Technology 2007
Subjects:
Online Access:http://hdl.handle.net/1721.1/37093
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spelling ndltd-MIT-oai-dspace.mit.edu-1721.1-370932019-05-02T15:50:17Z Fast pedestrian detection from a moving vehicle You, Shuang Trevor Darrell. Massachusetts Institute of Technology. Dept. of Electrical Engineering and Computer Science. Massachusetts Institute of Technology. Dept. of Electrical Engineering and Computer Science. Electrical Engineering and Computer Science. Thesis (M. Eng.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Computer Science, 2006. Includes bibliographical references (p. 69-71). This paper presents a method of real-time multi-modal pedestrian detection from a moving vehicle. The system uses both intensity and thermal images captured from cameras mounted at the front of the vehicle to train cascades of classifiers, which results in a detector that is able to detect a large percentage of pedestrians with very few false positives. The system has also been tested with inputs of high-resolution intensity images along with low-resolution thermal images, showing that the addition of even a low-resolution thermal camera may return better pedestrian detection results than using only intensity information alone. by Shuang You. M.Eng. 2007-04-03T17:10:50Z 2007-04-03T17:10:50Z 2006 2006 Thesis http://hdl.handle.net/1721.1/37093 84842694 eng M.I.T. theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. See provided URL for inquiries about permission. http://dspace.mit.edu/handle/1721.1/7582 71 p. application/pdf Massachusetts Institute of Technology
collection NDLTD
language English
format Others
sources NDLTD
topic Electrical Engineering and Computer Science.
spellingShingle Electrical Engineering and Computer Science.
You, Shuang
Fast pedestrian detection from a moving vehicle
description Thesis (M. Eng.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Computer Science, 2006. === Includes bibliographical references (p. 69-71). === This paper presents a method of real-time multi-modal pedestrian detection from a moving vehicle. The system uses both intensity and thermal images captured from cameras mounted at the front of the vehicle to train cascades of classifiers, which results in a detector that is able to detect a large percentage of pedestrians with very few false positives. The system has also been tested with inputs of high-resolution intensity images along with low-resolution thermal images, showing that the addition of even a low-resolution thermal camera may return better pedestrian detection results than using only intensity information alone. === by Shuang You. === M.Eng.
author2 Trevor Darrell.
author_facet Trevor Darrell.
You, Shuang
author You, Shuang
author_sort You, Shuang
title Fast pedestrian detection from a moving vehicle
title_short Fast pedestrian detection from a moving vehicle
title_full Fast pedestrian detection from a moving vehicle
title_fullStr Fast pedestrian detection from a moving vehicle
title_full_unstemmed Fast pedestrian detection from a moving vehicle
title_sort fast pedestrian detection from a moving vehicle
publisher Massachusetts Institute of Technology
publishDate 2007
url http://hdl.handle.net/1721.1/37093
work_keys_str_mv AT youshuang fastpedestriandetectionfromamovingvehicle
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