A Survey on Visual Traffic Simulation: Models, Evaluations, and Applications in Autonomous Driving

dc.contributor.authorChao, Qianwenen_US
dc.contributor.authorBi, Huikunen_US
dc.contributor.authorLi, Weizien_US
dc.contributor.authorMao, Tianluen_US
dc.contributor.authorWang, Zhaoqien_US
dc.contributor.authorLin, Ming C.en_US
dc.contributor.authorDeng, Zhigangen_US
dc.contributor.editorBenes, Bedrich and Hauser, Helwigen_US
dc.date.accessioned2020-05-22T12:24:42Z
dc.date.available2020-05-22T12:24:42Z
dc.date.issued2020
dc.description.abstractVirtualized traffic via various simulation models and real‐world traffic data are promising approaches to reconstruct detailed traffic flows. A variety of applications can benefit from the virtual traffic, including, but not limited to, video games, virtual reality, traffic engineering and autonomous driving. In this survey, we provide a comprehensive review on the state‐of‐the‐art techniques for traffic simulation and animation. We start with a discussion on three classes of traffic simulation models applied at different levels of detail. Then, we introduce various data‐driven animation techniques, including existing data collection methods, and the validation and evaluation of simulated traffic flows. Next, we discuss how traffic simulations can benefit the training and testing of autonomous vehicles. Finally, we discuss the current states of traffic simulation and animation and suggest future research directions.en_US
dc.description.documenttypestar
dc.description.number1
dc.description.sectionheadersArticles
dc.description.seriesinformationComputer Graphics Forum
dc.description.volume39
dc.identifier.doi10.1111/cgf.13803
dc.identifier.issn1467-8659
dc.identifier.pages287-308
dc.identifier.urihttps://doi.org/10.1111/cgf.13803
dc.identifier.urihttps://diglib.eg.org:443/handle/10.1111/cgf13803
dc.publisher© 2020 Eurographics ‐ The European Association for Computer Graphics and John Wiley & Sons Ltden_US
dc.subjecttraffic simulation
dc.subjectdata‐driven traffic animation
dc.subjectmodel validation and evaluation
dc.subjectautonomous driving
dc.subject• Computing methodologies → Agent/discrete models
dc.subjectProcedural animation
dc.titleA Survey on Visual Traffic Simulation: Models, Evaluations, and Applications in Autonomous Drivingen_US
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