Visual-information-driven model for crowd simulation using temporal convolutional network

arXiv:2311.02996v2 Announce Type: replace-cross
Abstract: Crowd simulations play a pivotal role in building design, influencing both user experience and public safety. While traditional knowledge-driven models have their merits, data-driven crowd simulation models promise to bring a new dimension of realism to these simulations. However, most of the existing data-driven models are designed for specific geometries, leading to poor adaptability and applicability. A promising strategy for enhancing the adaptability and realism of data-driven crowd simulation models is to incorporate visual information, …

abstract arxiv building cs.ai cs.lg data data-driven design experience however information knowledge network pivotal public public safety role safety simulation simulations temporal type visual