Jacques P. Fleischer, Ryan Pallack, Ahan Mishra, Gustavo Riente de Andrade, Subhadipto Poddar, Emmanuel Posadas, Robert Schenck, Tania Banerjee, Anand Rangarajan, Sanjay Ranka
{"title":"足球比赛期间基于视频的行人和车辆交通分析","authors":"Jacques P. Fleischer, Ryan Pallack, Ahan Mishra, Gustavo Riente de Andrade, Subhadipto Poddar, Emmanuel Posadas, Robert Schenck, Tania Banerjee, Anand Rangarajan, Sanjay Ranka","doi":"arxiv-2408.02146","DOIUrl":null,"url":null,"abstract":"This paper utilizes video analytics to study pedestrian and vehicle traffic\nbehavior, focusing on analyzing traffic patterns during football gamedays. The\nUniversity of Florida (UF) hosts six to seven home football games on Saturdays\nduring the college football season, attracting significant pedestrian activity.\nThrough video analytics, this study provides valuable insights into the impact\nof these events on traffic volumes and safety at intersections. Comparing\npedestrian and vehicle activities on gamedays versus non-gamedays reveals\ndiffering patterns. For example, pedestrian volume substantially increases\nduring gamedays, which is positively correlated with the probability of the\naway team winning. This correlation is likely because fans of the home team\nenjoy watching difficult games. Win probabilities as an early predictor of\npedestrian volumes at intersections can be a tool to help traffic professionals\nanticipate traffic management needs. Pedestrian-to-vehicle (P2V) conflicts\nnotably increase on gamedays, particularly a few hours before games start.\nAddressing this, a \"Barnes Dance\" movement phase within the intersection is\nrecommended. Law enforcement presence during high-activity gamedays can help\nensure pedestrian compliance and enhance safety. In contrast, we identified\nthat vehicle-to-vehicle (V2V) conflicts generally do not increase on gamedays\nand may even decrease due to heightened driver caution.","PeriodicalId":501112,"journal":{"name":"arXiv - CS - Computers and Society","volume":"57 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Video-based Pedestrian and Vehicle Traffic Analysis During Football Games\",\"authors\":\"Jacques P. Fleischer, Ryan Pallack, Ahan Mishra, Gustavo Riente de Andrade, Subhadipto Poddar, Emmanuel Posadas, Robert Schenck, Tania Banerjee, Anand Rangarajan, Sanjay Ranka\",\"doi\":\"arxiv-2408.02146\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper utilizes video analytics to study pedestrian and vehicle traffic\\nbehavior, focusing on analyzing traffic patterns during football gamedays. The\\nUniversity of Florida (UF) hosts six to seven home football games on Saturdays\\nduring the college football season, attracting significant pedestrian activity.\\nThrough video analytics, this study provides valuable insights into the impact\\nof these events on traffic volumes and safety at intersections. Comparing\\npedestrian and vehicle activities on gamedays versus non-gamedays reveals\\ndiffering patterns. For example, pedestrian volume substantially increases\\nduring gamedays, which is positively correlated with the probability of the\\naway team winning. This correlation is likely because fans of the home team\\nenjoy watching difficult games. Win probabilities as an early predictor of\\npedestrian volumes at intersections can be a tool to help traffic professionals\\nanticipate traffic management needs. Pedestrian-to-vehicle (P2V) conflicts\\nnotably increase on gamedays, particularly a few hours before games start.\\nAddressing this, a \\\"Barnes Dance\\\" movement phase within the intersection is\\nrecommended. Law enforcement presence during high-activity gamedays can help\\nensure pedestrian compliance and enhance safety. In contrast, we identified\\nthat vehicle-to-vehicle (V2V) conflicts generally do not increase on gamedays\\nand may even decrease due to heightened driver caution.\",\"PeriodicalId\":501112,\"journal\":{\"name\":\"arXiv - CS - Computers and Society\",\"volume\":\"57 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-08-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - CS - Computers and Society\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2408.02146\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - CS - Computers and Society","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2408.02146","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Video-based Pedestrian and Vehicle Traffic Analysis During Football Games
This paper utilizes video analytics to study pedestrian and vehicle traffic
behavior, focusing on analyzing traffic patterns during football gamedays. The
University of Florida (UF) hosts six to seven home football games on Saturdays
during the college football season, attracting significant pedestrian activity.
Through video analytics, this study provides valuable insights into the impact
of these events on traffic volumes and safety at intersections. Comparing
pedestrian and vehicle activities on gamedays versus non-gamedays reveals
differing patterns. For example, pedestrian volume substantially increases
during gamedays, which is positively correlated with the probability of the
away team winning. This correlation is likely because fans of the home team
enjoy watching difficult games. Win probabilities as an early predictor of
pedestrian volumes at intersections can be a tool to help traffic professionals
anticipate traffic management needs. Pedestrian-to-vehicle (P2V) conflicts
notably increase on gamedays, particularly a few hours before games start.
Addressing this, a "Barnes Dance" movement phase within the intersection is
recommended. Law enforcement presence during high-activity gamedays can help
ensure pedestrian compliance and enhance safety. In contrast, we identified
that vehicle-to-vehicle (V2V) conflicts generally do not increase on gamedays
and may even decrease due to heightened driver caution.