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10.1109/ICPR.2006.392guideproceedingsArticle/Chapter ViewAbstractPublication PagesConference Proceedingsacm-pubtype
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Comparison of Similarity Measures for Trajectory Clustering in Outdoor Surveillance Scenes

Published: 20 August 2006 Publication History

Abstract

This paper compares different similarity measures used for trajectory clustering in outdoor surveillance scenes. Six similarity measures are presented and the performance is evaluated by Correct Clustering Rate (CCR) and Time Cost (TC). The experimental results demonstrate that in outdoor surveillance scenes, the simpler PCA+Euclidean distance is competent for the clustering task even in case of noise, as more complex similarity measures such as DTW, LCSS are not efficient due to their high computational cost .

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  • (2024)Reducing Ambiguities in Line-Based Density Plots by Image-Space ColorizationIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2023.332714930:1(825-835)Online publication date: 1-Jan-2024
  • (2021)K-means for semantically enriched trajectoriesProceedings of the 1st ACM SIGSPATIAL International Workshop on Animal Movement Ecology and Human Mobility10.1145/3486637.3489495(38-47)Online publication date: 2-Nov-2021
  • (2019)Trajectory Data ClassificationACM Transactions on Intelligent Systems and Technology10.1145/333013810:4(1-34)Online publication date: 12-Aug-2019
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Published In

cover image Guide Proceedings
ICPR '06: Proceedings of the 18th International Conference on Pattern Recognition - Volume 03
August 2006
1242 pages
ISBN:0769525210

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IEEE Computer Society

United States

Publication History

Published: 20 August 2006

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  • (2024)Reducing Ambiguities in Line-Based Density Plots by Image-Space ColorizationIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2023.332714930:1(825-835)Online publication date: 1-Jan-2024
  • (2021)K-means for semantically enriched trajectoriesProceedings of the 1st ACM SIGSPATIAL International Workshop on Animal Movement Ecology and Human Mobility10.1145/3486637.3489495(38-47)Online publication date: 2-Nov-2021
  • (2019)Trajectory Data ClassificationACM Transactions on Intelligent Systems and Technology10.1145/333013810:4(1-34)Online publication date: 12-Aug-2019
  • (2019)A study of similarity measures through the paradigm of measurement theorySoft Computing - A Fusion of Foundations, Methodologies and Applications10.1007/s00500-018-03724-323:16(6827-6845)Online publication date: 1-Aug-2019
  • (2018)Interactive visual exploration of line clustersProceedings of the Conference on Vision, Modeling, and Visualization10.2312/vmv.20181265(155-163)Online publication date: 10-Oct-2018
  • (2018)Large-Scale Adversarial Sports Play Retrieval with Learning to RankACM Transactions on Knowledge Discovery from Data10.1145/323066712:6(1-18)Online publication date: 22-Aug-2018
  • (2018)Interactive Sports AnalyticsACM Transactions on Computer-Human Interaction10.1145/318559625:2(1-32)Online publication date: 11-Apr-2018
  • (2018)Dual Sticky Hierarchical Dirichlet Process Hidden Markov Model and Its Application to Natural Language Description of MotionsIEEE Transactions on Pattern Analysis and Machine Intelligence10.1109/TPAMI.2017.275603940:10(2355-2373)Online publication date: 1-Oct-2018
  • (2017)Distributed trajectory similarity searchProceedings of the VLDB Endowment10.14778/3137628.313765510:11(1478-1489)Online publication date: 1-Aug-2017
  • (2016)Visual Analysis of Spatial Variability and Global Correlations in Ensembles of Iso-ContoursComputer Graphics Forum10.5555/3071534.307155935:3(221-230)Online publication date: 1-Jun-2016
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