4 papers · 1 filter
Bi-level Trajectory Optimization on Uneven Terrains with Differentiable Wheel-Terrain Interaction Model
Amith Manoharan, Aditya Sharma, Himani Belsare +3
Navigation of wheeled vehicles on uneven terrain necessitates going beyond the 2D approaches for trajectory planning. Specifically, it is essential to incorporate the full 6dof var…
ATPPNet: Attention based Temporal Point cloud Prediction Network
Kaustab Pal, Aditya Sharma, Avinash Sharma +1
Point cloud prediction is an important yet challenging task in the field of autonomous driving. The goal is to predict future point cloud sequences that maintain object structures…
NeuroSMPC: A Neural Network guided Sampling Based MPC for On-Road Autonomous Driving
Kaustab Pal, Aditya Sharma, Mohd Omama +2
In this paper we show an effective means of integrating data driven frameworks to sampling based optimal control to vastly reduce the compute time for easy adoption and adaptation…
Hilbert Space Embedding-based Trajectory Optimization for Multi-Modal Uncertain Obstacle Trajectory Prediction
Basant Sharma, Aditya Sharma, K. Madhava Krishna +1
Safe autonomous driving critically depends on how well the ego-vehicle can predict the trajectories of neighboring vehicles. To this end, several trajectory prediction algorithms h…