Search Results for author: Priyantha Mudalige

Found 3 papers, 0 papers with code

Human Driver Behavior Prediction based on UrbanFlow

no code implementations9 Nov 2019 Zhiqian Qiao, Jing Zhao, Zachariah Tyree, Priyantha Mudalige, Jeff Schneider, John M. Dolan

How autonomous vehicles and human drivers share public transportation systems is an important problem, as fully automatic transportation environments are still a long way off.

Autonomous Vehicles Decision Making +1

Hierarchical Reinforcement Learning Method for Autonomous Vehicle Behavior Planning

no code implementations9 Nov 2019 Zhiqian Qiao, Zachariah Tyree, Priyantha Mudalige, Jeff Schneider, John M. Dolan

In this work, we propose a hierarchical reinforcement learning (HRL) structure which is capable of performing autonomous vehicle planning tasks in simulated environments with multiple sub-goals.

Hierarchical Reinforcement Learning reinforcement-learning +1

Learning On-Road Visual Control for Self-Driving Vehicles with Auxiliary Tasks

no code implementations19 Dec 2018 Yilun Chen, Praveen Palanisamy, Priyantha Mudalige, Katharina Muelling, John M. Dolan

In this paper, we leverage auxiliary information aside from raw images and design a novel network structure, called Auxiliary Task Network (ATN), to help boost the driving performance while maintaining the advantage of minimal training data and an End-to-End training method.

Optical Flow Estimation Semantic Segmentation +2

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