Driver alerting from dashcam video requires sequential decision-making under partial observability: a system must decide not only whether a scene is risky, but also when the evidence is sufficient to warn. Most existing accident anticipation models output a binary risk score, leaving ambiguous scenes to be handled by t...
DriveMotion is introduced, a multi-source benchmark for continuous driver motion forecasting, integrating naturalistic driving data, curated public in-cabin videos, and the AIDE dataset into a unified representation with per-joint validity masks and synchronized driving context.
Yu-Hang Wang, Chu-Heng Wei, Jing-Xin Yang et al.· 1 citation
The proposed framework improves the safety and crossing efficiency of autonomous vehicle decision-making at unsignalized intersections and introduces a composite prioritized replay mechanism into the Twin Delayed Deep Deterministic Policy Gradient algorithm.
Shufeng Wang, Yu-Hang Wang, Yongxin Lei et al.· Machines· 0 citations
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