collaborators

6 papers

cs.RO2026

STAR-Filter: Efficient Convex Free-Space Approximation via Starshaped Set Filtering in Noisy Environments

Yuwei Wu, Yichen Zhao, Dexter Ong +1

Approximating collision-free space is fundamental to robot planning in complex environments. Convex geometric representations, such as polytopes and ellipsoids, are widely employed…

cs.CV2026

Estimating the Diameter at Breast Height of Trees in a Forest from RGB

Siming He, Zachary Osman, Fernando Cladera +5

Forest inventories rely on accurate measurements of the diameter at breast height (DBH) for ecological monitoring, resource management, and carbon accounting. While LiDAR-based tec…

cs.RO2025

HALO: High-Altitude Language-Conditioned Monocular Aerial Exploration and Navigation

Yuezhan Tao, Dexter Ong, Fernando Cladera +4

We demonstrate real-time high-altitude aerial metric-semantic mapping and exploration using a monocular camera paired with a global positioning system (GPS) and an inertial measure…

cs.RO2025

RT-GuIDE: Real-Time Gaussian Splatting for Information-Driven Exploration

Yuezhan Tao, Dexter Ong, Varun Murali +3

We propose a framework for active mapping and exploration that leverages Gaussian splatting for constructing dense maps. Further, we develop a GPU-accelerated motion planning algor…

cs.RO2025

Gaussian Splatting as a Unified Representation for Autonomy in Unstructured Environments

Dexter Ong, Yuezhan Tao, Varun Murali +3

In this work, we argue that Gaussian splatting is a suitable unified representation for autonomous robot navigation in large-scale unstructured outdoor environments. Such environme…

cs.RO2025

ATLAS Navigator: Active Task-driven LAnguage-embedded Gaussian Splatting

Dexter Ong, Yuezhan Tao, Varun Murali +3

We address the challenge of task-oriented navigation in unstructured and unknown environments, where robots must incrementally build and reason on rich, metric-semantic maps in rea…