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20242026
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cs.RO2025

GLUE: Global-Local Unified Encoding for Imitation Learning via Key-Patch Tracking

Ye Chen, Zichen Zhou, Jianyu Dou +3

In recent years, visual representation learning has gained widespread attention in robotic imitation learning. However, in complex Out-of-Distribution(OOD) settings characterized b…

cs.RO2025

OmniMap: A General Mapping Framework Integrating Optics, Geometry, and Semantics

Yinan Deng, Yufeng Yue, Jianyu Dou +5

Robotic systems demand accurate and comprehensive 3D environment perception, requiring simultaneous capture of photo-realistic appearance (optical), precise layout shape (geometric…

cs.RO2025

OpenMulti: Open-Vocabulary Instance-Level Multi-Agent Distributed Implicit Mapping

Jianyu Dou, Yinan Deng, Jiahui Wang +3

Multi-agent distributed collaborative mapping provides comprehensive and efficient representations for robots. However, existing approaches lack instance-level awareness and semant…

cs.RO2025

MCOO-SLAM: A Multi-Camera Omnidirectional Object SLAM System

Miaoxin Pan, Jinnan Li, Yaowen Zhang +2

Object-level SLAM offers structured and semantically meaningful environment representations, making it more interpretable and suitable for high-level robotic tasks. However, most e…

cs.RO2025

OpenVox: Real-time Instance-level Open-vocabulary Probabilistic Voxel Representation

Yinan Deng, Bicheng Yao, Yihang Tang +2

In recent years, vision-language models (VLMs) have advanced open-vocabulary mapping, enabling mobile robots to simultaneously achieve environmental reconstruction and high-level s…

cs.RO2024

LCP-Fusion: A Neural Implicit SLAM with Enhanced Local Constraints and Computable Prior

Jiahui Wang, Yinan Deng, Yi Yang +1

Recently the dense Simultaneous Localization and Mapping (SLAM) based on neural implicit representation has shown impressive progress in hole filling and high-fidelity mapping. Nev…