Lin-Zhen Nie

A Liouville Equation-Based Hybrid Method for Uncertainty-Aware Vehicle Motion Prediction

Robust prediction of the uncertain motion states of surrounding vehicles remains a fundamental challenge in autonomous driving. To address this challenge, we introduce the Liouville Equation (LE) into motion prediction to characterize the evolution of uncertain states governed by probability conservation, and propose a...