2 papers
cs.RO2021
Exploring Imitation Learning for Autonomous Driving with Feedback Synthesizer and Differentiable Rasterization
Jinyun Zhou, Rui Wang, Xu Liu +5
We present a learning-based planner that aims to robustly drive a vehicle by mimicking human drivers' driving behavior. We leverage a mid-to-mid approach that allows us to manipula…
cs.LG2019
Lane Attention: Predicting Vehicles' Moving Trajectories by Learning Their Attention over Lanes
Jiacheng Pan, Hongyi Sun, Kecheng Xu +4
Accurately forecasting the future movements of surrounding vehicles is essential for safe and efficient operations of autonomous driving cars. This task is difficult because a vehi…