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cs.RO2026

SFCo-Nav: Efficient Zero-Shot Visual Language Navigation via Collaboration of Slow LLM and Fast Attributed Graph Alignment

Chaoran Xiong, Litao Wei, Xinhao Hu +5

Recent advances in large vision-language models (VLMs) and large language models (LLMs) have enabled zero-shot approaches to visual language navigation (VLN), where an agent follow…

cs.RO2025

A2I-Calib: An Anti-noise Active Multi-IMU Spatial-temporal Calibration Framework for Legged Robots

Chaoran Xiong, Fangyu Jiang, Kehui Ma +3

Recently, multi-node inertial measurement unit (IMU)-based odometry for legged robots has gained attention due to its cost-effectiveness, power efficiency, and high accuracy. Howev…

cs.RO2025

THE-SEAN: A Heart Rate Variation-Inspired Temporally High-Order Event-Based Visual Odometry with Self-Supervised Spiking Event Accumulation Networks

Chaoran Xiong, Litao Wei, Kehui Ma +5

Event-based visual odometry has recently gained attention for its high accuracy and real-time performance in fast-motion systems. Unlike traditional synchronous estimators that rel…

cs.RO2024

IMOST: Incremental Memory Mechanism with Online Self-Supervision for Continual Traversability Learning

Kehui Ma, Zhen Sun, Chaoran Xiong +3

Traversability estimation is the foundation of path planning for a general navigation system. However, complex and dynamic environments pose challenges for the latest methods using…

cs.RO2024

Learning-based Traversability Costmap for Autonomous Off-road Navigation

Qiumin Zhu, Zhen Sun, Songpengcheng Xia +5

Traversability estimation in off-road terrains is an essential procedure for autonomous navigation. However, creating reliable labels for complex interactions between the robot and…

cs.RO2024

TON-VIO: Online Time Offset Modeling Networks for Robust Temporal Alignment in High Dynamic Motion VIO

Chaoran Xiong, Guoqing Liu, Qi Wu +6

Temporal misalignment (time offset) between sensors is common in low cost visual-inertial odometry (VIO) systems. Such temporal misalignment introduces inconsistent constraints for…