MISC

2011年

Who are you with and Where are you going?

2011 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR)
  • Kota Yamaguchi
  • ,
  • Alexander C. Berg
  • ,
  • Luis E. Ortiz
  • ,
  • Tamara L. Berg

開始ページ
1345
終了ページ
1352
記述言語
英語
掲載種別
DOI
10.1109/CVPR.2011.5995468
出版者・発行元
IEEE

We propose an agent-based behavioral model of pedestrians to improve tracking performance in realistic scenarios. In this model, we view pedestrians as decision-making agents who consider a plethora of personal, social, and environmental factors to decide where to go next. We formulate prediction of pedestrian behavior as an energy minimization on this model. Two of our main contributions are simple, yet effective estimates of pedestrian destination and social relationships (groups). Our final contribution is to incorporate these hidden properties into an energy formulation that results in accurate behavioral prediction. We evaluate both our estimates of destination and grouping, as well as our accuracy at prediction and tracking against state of the art behavioral model and show improvements, especially in the challenging observational situation of infrequent appearance observations - something that might occur in thousands of webcams available on the Internet.

Web of Science ® 被引用回数 : 182

リンク情報
DOI
https://doi.org/10.1109/CVPR.2011.5995468
Web of Science
https://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=JSTA_CEL&SrcApp=J_Gate_JST&DestLinkType=FullRecord&KeyUT=WOS:000295615801055&DestApp=WOS_CPL
URL
https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=80052905601&origin=inward
ID情報
  • DOI : 10.1109/CVPR.2011.5995468
  • ISSN : 1063-6919
  • SCOPUS ID : 80052905601
  • Web of Science ID : WOS:000295615801055

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