Projects

Research projects and direction

Belief-Space POMDP Simplification

Ongoing

2023-10 - Present

Open-loop and adaptive-structure simplification for POMDPs with practical performance guarantees and safe replanning skipping.

POMDPBelief Space PlanningUncertaintyAutonomy

Active Lighting SLAM

Ongoing

2021 - Present

Near-infrared depth and active illumination based SLAM for robust localization and navigation in low-light environments.

SLAMVisionActive Perception

Motion Estimation Evaluation Datasets

Completed

2021

Contributed to multi-spectral datasets and evaluation pipelines for motion estimation under challenging conditions.

PerceptionDatasetMotion EstimationEvaluation