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Detection of Salient Crowd Motion Based on Repulsive Force Network and Direction Entropy
This paper proposes a method for salient crowd motion detection based on direction entropy and a repulsive force network. This work focuses on how to effectively detect salient regions in crowd movement through calculating the crowd vector field and constructing the weighted network using the repuls...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7515092/ https://www.ncbi.nlm.nih.gov/pubmed/33267322 http://dx.doi.org/10.3390/e21060608 |
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author | Zhang, Xuguang Lin, Dujun Zheng, Juan Tang, Xianghong Fang, Yinfeng Yu, Hui |
author_facet | Zhang, Xuguang Lin, Dujun Zheng, Juan Tang, Xianghong Fang, Yinfeng Yu, Hui |
author_sort | Zhang, Xuguang |
collection | PubMed |
description | This paper proposes a method for salient crowd motion detection based on direction entropy and a repulsive force network. This work focuses on how to effectively detect salient regions in crowd movement through calculating the crowd vector field and constructing the weighted network using the repulsive force. The interaction force between two particles calculated by the repulsive force formula is used to determine the relationship between these two particles. The network node strength is used as a feature parameter to construct a two-dimensional feature matrix. Furthermore, the entropy of the velocity vector direction is calculated to describe the instability of the crowd movement. Finally, the feature matrix of the repulsive force network and direction entropy are integrated together to detect the salient crowd motion. Experimental results and comparison show that the proposed method can efficiently detect the salient crowd motion. |
format | Online Article Text |
id | pubmed-7515092 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75150922020-11-09 Detection of Salient Crowd Motion Based on Repulsive Force Network and Direction Entropy Zhang, Xuguang Lin, Dujun Zheng, Juan Tang, Xianghong Fang, Yinfeng Yu, Hui Entropy (Basel) Article This paper proposes a method for salient crowd motion detection based on direction entropy and a repulsive force network. This work focuses on how to effectively detect salient regions in crowd movement through calculating the crowd vector field and constructing the weighted network using the repulsive force. The interaction force between two particles calculated by the repulsive force formula is used to determine the relationship between these two particles. The network node strength is used as a feature parameter to construct a two-dimensional feature matrix. Furthermore, the entropy of the velocity vector direction is calculated to describe the instability of the crowd movement. Finally, the feature matrix of the repulsive force network and direction entropy are integrated together to detect the salient crowd motion. Experimental results and comparison show that the proposed method can efficiently detect the salient crowd motion. MDPI 2019-06-20 /pmc/articles/PMC7515092/ /pubmed/33267322 http://dx.doi.org/10.3390/e21060608 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Zhang, Xuguang Lin, Dujun Zheng, Juan Tang, Xianghong Fang, Yinfeng Yu, Hui Detection of Salient Crowd Motion Based on Repulsive Force Network and Direction Entropy |
title | Detection of Salient Crowd Motion Based on Repulsive Force Network and Direction Entropy |
title_full | Detection of Salient Crowd Motion Based on Repulsive Force Network and Direction Entropy |
title_fullStr | Detection of Salient Crowd Motion Based on Repulsive Force Network and Direction Entropy |
title_full_unstemmed | Detection of Salient Crowd Motion Based on Repulsive Force Network and Direction Entropy |
title_short | Detection of Salient Crowd Motion Based on Repulsive Force Network and Direction Entropy |
title_sort | detection of salient crowd motion based on repulsive force network and direction entropy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7515092/ https://www.ncbi.nlm.nih.gov/pubmed/33267322 http://dx.doi.org/10.3390/e21060608 |
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