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Ziyi Xu

6 accepted papers

2026

LiDAR-VGGT: Cross-Modal Coarse-to-Fine Fusion for Globally Consistent and Metric-Scale Dense Mapping

RA-L 2026

Reconstructing large-scale RGB point clouds is an important task in robotics, supporting perception, navigation, and scene understanding. Despite advances in LiDAR inertial visual odometry (LIVO), its performance remains highly sensitive to extrinsic calibration. Meanwhile, 3D vision foundation mode

Cited by 3SourceScholar
2025

FACT: Fast and Active Coordinate Initialization for Vision-Based Drone Swarms

RA-L 2025

Coordinate initialization is the first step in accomplishing collaborative tasks within robot swarms, determining the quality of tasks. However, fast and robust coordinate initialization in vision-based drone swarms remains elusive. To this end, our letter proposes a complete system for initial rela

Cited by 1SourcecodeScholar
2024

Preserving Relative Localization of FoV-Limited Drone Swarm via Active Mutual Observation

IROS 2024poster

Relative state estimation is crucial for vision-based swarms to estimate and compensate for the unavoidable drift of visual odometry. For autonomous drones equipped with the most compact sensor setting — a stereo camera that provides a limited field of view (FoV), the demand for mutual observation f…

Cited by 1SourcecodeScholar
2018

A Priori SNR Estimation Using Discriminative Non-Negative Matrix Factorization

ICASSP 2018accepted

A priori signal-to-noise ratio (SNR) contains critical information about the single-channel mixture of a speech and noise signal, and can be used by speech enhancement algorithms. In this paper, we propose a novel a priori SNR estimator using the estimates obtained from discriminative non-negative m…

Cited by 0SourceScholar