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20242026
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cs.RO2026

POMDP-based Object Search with Growing State Space and Hybrid Action Domain

Yongbo Chen, Hesheng Wang, Shoudong Huang +1

Efficiently locating target objects in complex indoor environments with diverse furniture, such as shelves, tables, and beds, is a significant challenge for mobile robots. This dif…

cs.RO2026

Keep It CALM: Toward Calibration-Free Kilometer-Level SLAM with Visual Geometry Foundation Models via an Assistant Eye

Tianjun Zhang, Fengyi Zhang, Tianchen Deng +2

Visual Geometry Foundation Models (VGFMs) demonstrate remarkable zero-shot capabilities in local reconstruction. However, deploying them for kilometer-level Simultaneous Localizati…

cs.RO2025

Seeing through Uncertainty: Robust Task-Oriented Optimization in Visual Navigation

Yiyuan Pan, Yunzhe Xu, Zhe Liu +1

Visual navigation is a fundamental problem in embodied AI, yet practical deployments demand long-horizon planning capabilities to address multi-objective tasks. A major bottleneck…

cs.RO2024

PG-SLAM: Photo-realistic and Geometry-aware RGB-D SLAM in Dynamic Environments

Haoang Li, Xiangqi Meng, Xingxing Zuo +3

Simultaneous localization and mapping (SLAM) has achieved impressive performance in static environments. However, SLAM in dynamic environments remains an open question. Many method…

cs.RO2024

Enhancing Exploratory Capability of Visual Navigation Using Uncertainty of Implicit Scene Representation

Yichen Wang, Qiming Liu, Zhe Liu +1

In the context of visual navigation in unknown scenes, both "exploration" and "exploitation" are equally crucial. Robots must first establish environmental cognition through explor…