Performance Evaluation Metrics for Video Tracking

Various tracking methods have been developed to track objects with different degrees or levels of tracking ability. The ability or performance of each tracking method is dependent on the feature or data that is being used for tracking purpose. The ability of a tracking method can be measured by ut...

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Main Authors: Sebastian , Patrick, Yap, Vooi Voon, Comley, Richard
Format: Article
Published: IETE Technical Review 2011
Subjects:
Online Access:http://eprints.utp.edu.my/8148/1/IETETechRev_2011_28_6_493_90759.pdf
http://eprints.utp.edu.my/8148/
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spelling my.utp.eprints.81482017-01-19T08:22:09Z Performance Evaluation Metrics for Video Tracking Sebastian , Patrick Yap, Vooi Voon Comley, Richard TK Electrical engineering. Electronics Nuclear engineering Various tracking methods have been developed to track objects with different degrees or levels of tracking ability. The ability or performance of each tracking method is dependent on the feature or data that is being used for tracking purpose. The ability of a tracking method can be measured by utilizing tracking metrics to give an indication of the tracking ability of an algorithm. This paper offers some insights into the issues and similarities of performance measurement reporting of video tracking algorithms and proposes a method in assessing the robustness of a video tracking algorithm. The proposed metric introduces another measure to measure the consistency of a tracking algorithm. The work presented in this paper shows that using only one metric to measure the tracking performance is inadequate. The proposed metric presented in this paper shows that the utilization of multiple metrics such as tracking success rate and tracking consistency or robustness would give a better indication of the tracking ability of a tracking algorithm used in video surveillance. IETE Technical Review 2011-12-12 Article PeerReviewed application/pdf http://eprints.utp.edu.my/8148/1/IETETechRev_2011_28_6_493_90759.pdf Sebastian , Patrick and Yap, Vooi Voon and Comley, Richard (2011) Performance Evaluation Metrics for Video Tracking. IETE Technical Review, 28 (6). pp. 493-502. http://eprints.utp.edu.my/8148/
institution Universiti Teknologi Petronas
building UTP Resource Centre
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Petronas
content_source UTP Institutional Repository
url_provider http://eprints.utp.edu.my/
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Sebastian , Patrick
Yap, Vooi Voon
Comley, Richard
Performance Evaluation Metrics for Video Tracking
description Various tracking methods have been developed to track objects with different degrees or levels of tracking ability. The ability or performance of each tracking method is dependent on the feature or data that is being used for tracking purpose. The ability of a tracking method can be measured by utilizing tracking metrics to give an indication of the tracking ability of an algorithm. This paper offers some insights into the issues and similarities of performance measurement reporting of video tracking algorithms and proposes a method in assessing the robustness of a video tracking algorithm. The proposed metric introduces another measure to measure the consistency of a tracking algorithm. The work presented in this paper shows that using only one metric to measure the tracking performance is inadequate. The proposed metric presented in this paper shows that the utilization of multiple metrics such as tracking success rate and tracking consistency or robustness would give a better indication of the tracking ability of a tracking algorithm used in video surveillance.
format Article
author Sebastian , Patrick
Yap, Vooi Voon
Comley, Richard
author_facet Sebastian , Patrick
Yap, Vooi Voon
Comley, Richard
author_sort Sebastian , Patrick
title Performance Evaluation Metrics for Video Tracking
title_short Performance Evaluation Metrics for Video Tracking
title_full Performance Evaluation Metrics for Video Tracking
title_fullStr Performance Evaluation Metrics for Video Tracking
title_full_unstemmed Performance Evaluation Metrics for Video Tracking
title_sort performance evaluation metrics for video tracking
publisher IETE Technical Review
publishDate 2011
url http://eprints.utp.edu.my/8148/1/IETETechRev_2011_28_6_493_90759.pdf
http://eprints.utp.edu.my/8148/
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score 13.160551