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Physics Inspired Methods for Crowd Video Surveillance and Analysis: A Survey

Xuguang Zhang, Qinan Yu, Hui Yu
2018 IEEE Access  
The physics-inspired methods in crowd video analysis are summarized into three categories including fluid dynamics, interaction force, and complex crowd motion systems.  ...  One of the most popular applications is video surveillance that plays an important role in crowd behavior analysis including real-time crowd behavior detection and information retrieval.  ...  Complex networks and graph analysis is very useful for dealing with the problem of complex systems.  ... 
doi:10.1109/access.2018.2878733 fatcat:jmjtcu6ca5ej3kkcw56k42iqly

A Statistical Method for Counting Pedestrians in Crowded Environments

Gwang-Gook LEE, Whoi-Yul KIM
2011 IEICE transactions on information and systems  
We propose a statistical method for counting pedestrians.  ...  Our test results from four hours of video sequence obtained from a highly crowded shopping mall, reveal that the proposed method is able to measure human traffic with an accuracy of 97.2% and requires  ...  This incremental accumulation makes the counting process as the same with an image analysis in the spatiotemporal domain.  ... 
doi:10.1587/transinf.e94.d.1357 fatcat:fn56ml3jizdjtobf7rzauxabbe

Improving the Quality of Public Transportation System: Application of Simulation Model for Passenger Movement

Zulfadly Azizi Bohari, Syahriah Bachok, Mariana Mohamed Osman
2014 Procedia - Social and Behavioral Sciences  
Using Masjid Jamek Interchange as a case study, the research applied video recording and manual passenger counting as data collection methods.  ...  Improvement of the railway system in Kuala Lumpur helped to reduce traffic congestion and increase the accessibility and mobility of users.  ...  Acknowledgements The authors would like to express their gratitude to Research & Development Division of Syarikat Prasarana Negara Berhad for their assistance, advice and resources rendered during the  ... 
doi:10.1016/j.sbspro.2014.10.087 fatcat:knypgohkazatbiwznquy3eyuvu

Predicting Pedestrian Counts for Crossing Scenario Based on Fused Infrared-Visual Videos

Shize Huang, Wei Chen, Rongjie Yu, Xiaolu Yang, Decun Dong
2018 Journal of Advanced Transportation  
According to the recognized time periods, pedestrian count detection results from the visible light and infrared video data can be obtained with preset corresponding confidence levels.  ...  In this study, a method for estimating pedestrian counts based on multisource video data has been proposed.  ...  First, PLSR was applied to combine the dimensionality reduction analysis with the regression analysis to establish the pedestrian number estimation model based on singlesource video.  ... 
doi:10.1155/2018/8703576 fatcat:4lxdugsscnbhrc2blxz6ookmpe

Grid-based Template Matching for People Counting

Jun-Wei Hsieh, Cheng-Shuang Peng, Kao-Chin Fan
2007 2007 IEEE 9th Workshop on Multimedia Signal Processing  
each desired pedestrian from videos.  ...  Since the technique is timeconsuming, a novel ring structure with integral image is furthermore proposed for quickly filtering out impossible candidates and thus each pedestrian can be counted in real  ...  In [5] , Rabaud and Belongie used a feature tracker to track pedestrians and then counted them for action event analysis.  ... 
doi:10.1109/mmsp.2007.4412881 dblp:conf/mmsp/HsiehPF07 fatcat:rrocuoowpfg7xaukjmlazznmu4

Identifying High-Risk Intersections for Walking and Bicycling Using Multiple Data Sources in the City of San Diego

Mahdie Hasani, Arash Jahangiri, Ipek Nese Sener, Sirajum Munira, Justin M. Owens, Bruce Appleyard, Sherry Ryan, Shawn M. Turner, Sahar Ghanipoor Machiani
2019 Journal of Advanced Transportation  
Automated pedestrian and bicycle counting models utilized in this study reached a high accuracy, provided certain conditions exist in video data.  ...  Multiple data sources such as automated pedestrian and bicycle counters, video cameras, and crash data were utilized.  ...  We also much appreciate the work of our student research assistants in this project, namely, Chenlei Zhang, James Davisson, and Christopher Galan at SDSU and Kyuhyun Lee at TTI.  ... 
doi:10.1155/2019/9072358 fatcat:odlbwneyp5f2dmqoif7uwvbkem

Pedestrian/Bicyclist Limb Motion Analysis from 110-Car TASI Video Data for Autonomous Emergency Braking Testing Surrogate Development

Rini Sherony, Renran Tian, Stanley Chien, Li Fu, Yaobin Chen, Hiroyuki Takahashi
2016 SAE International Journal of Transportation Safety  
Many vehicles are currently equipped with active safety systems that can detect vulnerable road users like pedestrians and bicyclists, to mitigate associated conflicts with vehicles.  ...  The results of this study can provide empirical foundations supporting surrogate development, benefit analysis, and standardized testing of vehicular pedestrian/ bicyclist detection and crash mitigation  ...  Positions and opinions advanced in this paper are those of the author(s) and not necessarily those of SAE International. The author is solely responsible for the content of the paper.  ... 
doi:10.4271/2016-01-1456 fatcat:sztw2uc2jvb2flass73mlafety

Pedestrian counting estimation based on fractal dimension

Andrés C. Jiménez, John Anzola, Alexander Jimenez-Triana
2019 Heliyon  
counting pedestrians.  ...  Counting the number of pedestrians in urban environments has become an area of interest over the past few years.  ...  Additional information Data associated with this study has been deposited at https://github .com /acjimeneza / Hausdorff.  ... 
doi:10.1016/j.heliyon.2019.e01449 pmid:31008391 pmcid:PMC6458473 fatcat:ark2fabzong2hpaa2pcamqxhli

Real-Time Traffic Analysis using Deep Learning Techniques and UAV based Video

Huaizhong Zhang, Mark Liptrott, Nik Bessis, Jianquan Cheng
2019 2019 16th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS)  
The proposed approach is validated with the manual analysis results and the visualization results. The traffic analysis process is real-time in terms of the pretrained model used.  ...  Realtime analysis of traffic flow information is crucial for efficiently managing urban traffic. This paper aims to conduct traffic analysis using UAV-based videos and deep learning techniques.  ...  Method The proposed method is a developed traffic surveillance and congestion analysis framework that consists of a UAV based video collection system, a vehicle tracking system and a traffic analysis system  ... 
doi:10.1109/avss.2019.8909879 dblp:conf/avss/ZhangLBC19 fatcat:swt7z3svtbdszj5t5g45h6vjfa

A Scalable IoT Video Data Analytics for Smart Cities

Mien Doan, Vu Tran, Hung Huynh, Hiep Huynh
2018 EAI Endorsed Transactions on Context-aware Systems and Applications  
The system automates the video analysis process and reduces manual intervention.  ...  A cloud/edge-based automated video analysis system to process large numbers of video streams, where the underlying infrastructure is able to scale based on the number of camera devices and easy to integrate  ...  presents pedestrian counting, capturing of pedestrian running red lights, and another behavior analysis.  ... 
doi:10.4108/eai.13-7-2018.163136 fatcat:ql5attjsuzbqbfxoo2ku6so6ki

A Video Analysis Method on Wanfang Dataset via Deep Neural Network [article]

Jinlong Kang, Jiaxiang Zheng, Heng Bai, Xiaoting Xue, Yang Zhou, Jun Guo
2020 arXiv   pre-print
Also, video above the threshold value can be obtained for further analysis. Spontaneously, our work also can used for pedestrians flow detection and pedestrian alarm tasks.  ...  Because of the occurrence of frame hopping in the video, and it will result in the generation of video fragments discontinuity.  ...  At the same time, we will upload the generated information which has the number of person in the image to the remote system for our display system for analysis and display.  ... 
arXiv:2002.12535v1 fatcat:icz4iwok6nacdfn7o4jhhuqcsq

The Usability of Unmanned Aerial Vehicles (UAVs) for Pedestrian Observation

Keunhyun Park, Reid Ewing
2018 Journal of planning education and research  
Compared with other on-theground observation tools, unmanned aerial vehicles (UAVs) could be suitable for counting and mapping pedestrians in a reliable and efficient way.  ...  The results show that UAV observations demonstrate high levels of inter-rater reliability (ICC = 0.99) and equivalence reliability (Cronbach's a = 0.97 (with on-the-ground counts); 0.73 (with Google Street  ...  The authors appreciate Utah Department of 20 Transportation for approving the UAV flights in its right of way and issuing an encroachment permit.  ... 
doi:10.1177/0739456x18805154 fatcat:xmqgpb6z2naltn7zxujgjyprfy

Measuring pedestrian traffic using feature-based regression in the spatiotemporal domain

Gwang-Gook Lee, Whoi-Yul Kim
2012 International Journal of Control, Automation and Systems  
power that is much lower than that of a standard PC. • Compatibility with existing system: Most large buildings have their own video surveillance systems.  ...  Installation of additional video camera system only for pedestrian traffic measurement would be a great burden.  ...  This book presents the latest achievements and developments in the field of video surveillance.  ... 
doi:10.1007/s12555-012-0213-z fatcat:mzd3isrcq5fopgs63jsu4jvvge

Technologies for restoring the OD matrix elements based on the results of processing video materials obtained from the quadcopters

Mikhail R. Yakimov
2018 International Journal of Engineering & Technology  
The algorithm of automated calculation of traffic and pedestrian intensity based on the analysis of video data is given.  ...  The article shows the technology of obtaining the initial data for modeling the movement of traffic and pedestrian flows on separate elements of the street-road network.  ...  The basis of such an analysis is the video material obtained with video from the air using the quadcopters.  ... 
doi:10.14419/ijet.v7i2.28.12932 fatcat:3fxs6y77k5ftrjsbp7xje2oa5u

Estimation of Human Traffic Flow Using Feature-based Regression in the Spatiotemporal Domain [chapter]

Gwang-Gook Lee, Whoi-Yul Kim
2011 Video Surveillance  
power that is much lower than that of a standard PC. • Compatibility with existing system: Most large buildings have their own video surveillance systems.  ...  Installation of additional video camera system only for pedestrian traffic measurement would be a great burden.  ... 
doi:10.5772/15905 fatcat:gsd3xx7wnfccfo3pqlitvlj3cu
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