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cs.RO2025

SLIM-VDB: A Real-Time 3D Probabilistic Semantic Mapping Framework

Anja Sheppard, Parker Ewen, Joey Wilson +6

This paper introduces SLIM-VDB, a new lightweight semantic mapping system with probabilistic semantic fusion for closed-set or open-set dictionaries. Advances in data structures fr…

cs.RO2025

OceanSim: A GPU-Accelerated Underwater Robot Perception Simulation Framework

Jingyu Song, Haoyu Ma, Onur Bagoren +3

Underwater simulators offer support for building robust underwater perception solutions. Significant work has recently been done to develop new simulators and to advance the perfor…

cs.RO2024

TURTLMap: Real-time Localization and Dense Mapping of Low-texture Underwater Environments with a Low-cost Unmanned Underwater Vehicle

Jingyu Song, Onur Bagoren, Razan Andigani +2

Significant work has been done on advancing localization and mapping in underwater environments. Still, state-of-the-art methods are challenged by low-texture environments, which i…

cs.RO2024

Machine Learning for Shipwreck Segmentation from Side Scan Sonar Imagery: Dataset and Benchmark

Advaith V. Sethuraman, Anja Sheppard, Onur Bagoren +4

Open-source benchmark datasets have been a critical component for advancing machine learning for robot perception in terrestrial applications. Benchmark datasets enable the widespr…

cs.RO2024

Learning Which Side to Scan: Multi-View Informed Active Perception with Side Scan Sonar for Autonomous Underwater Vehicles

Advaith V. Sethuraman, Philip Baldoni, Katherine A. Skinner +1

Autonomous underwater vehicles often perform surveys that capture multiple views of targets in order to provide more information for human operators or automatic target recognition…