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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.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…