4 papers · 1 filter
Guided Sampling-Based Motion Planning with Dynamics in Unknown Environments
Abhish Khanal, Hoang-Dung Bui, Gregory J. Stein +1
Despite recent progress improving the efficiency and quality of motion planning, planning collision-free and dynamically-feasible trajectories in partially-mapped environments rema…
Learning and Planning for Temporally Extended Tasks in Unknown Environments
Christopher Bradley, Adam Pacheck, Gregory J. Stein +3
We propose a novel planning technique for satisfying tasks specified in temporal logic in partially revealed environments. We define high-level actions derived from the environment…
Enabling Topological Planning with Monocular Vision
Gregory J. Stein, Christopher Bradley, Victoria Preston +1
Topological strategies for navigation meaningfully reduce the space of possible actions available to a robot, allowing use of heuristic priors or learning to enable computationally…
GeneSIS-RT: Generating Synthetic Images for training Secondary Real-world Tasks
Gregory J. Stein, Nicholas Roy
We propose a novel approach for generating high-quality, synthetic data for domain-specific learning tasks, for which training data may not be readily available. We leverage recent…