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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.CV2025

DroneSplat: 3D Gaussian Splatting for Robust 3D Reconstruction from In-the-Wild Drone Imagery

Jiadong Tang, Yu Gao, Dianyi Yang +3

Drones have become essential tools for reconstructing wild scenes due to their outstanding maneuverability. Recent advances in radiance field methods have achieved remarkable rende…

cs.CV2025

GaussianGraph: 3D Gaussian-based Scene Graph Generation for Open-world Scene Understanding

Xihan Wang, Dianyi Yang, Yu Gao +3

Recent advancements in 3D Gaussian Splatting(3DGS) have significantly improved semantic scene understanding, enabling natural language queries to localize objects within a scene. H…