DCode: A Comprehensive Automatic Coding System for Driver Behavior Analysis
项目名称: DCode: A Comprehensive Automatic Coding System for Driver Behavior Analysis
摘要: The goal of this project is to develop a comprehensive automatic coding system: DCode. The code will pay attention to the context of various driving situations by extracting features related to driver behavior as well as to features related to the environment both inside and outside of the vehicle. The overall algorithm will include a multitiered feature-extraction pipeline with a behavior-agnostic core layer and more behavior-specific upper layers that share features with the core layer. The core layer will track all directly observable features, such as head pose, facial features, upper body, and hand positions, as well as pedestrian and vehicle locations. The upper layers will use these features to identify various actions and gestures, as well as monitor the driver’s state based on various machine-learning techniques. This architecture will make it straightforward to add new behavior detectors. The algorithms will be scalable, so they can be run on distributed processor architectures.
状态: Active
资金: 597850
资助组织: Federal Highway Administration
项目负责人: Cobb, Lincoln
执行机构: SRI International
开始时间: 20140313
预计完成日期: 20160312
主题领域: Highways;Safety and Human Factors
相关文献
检索历史
应用推荐