collaborators

5 papers

cs.RO2026

A High-accuracy Event-based Underwater SLAM System

Yifan Peng, Qihang Liu, Haoying Li +3

While event cameras offer immense potential for underwater SLAM, existing Time Surface (TS)-based methods prove highly unreliable when deployed underwater. Fluctuating camera veloc…

cs.RO2026

SonarSweep: Fusing Sonar and Vision for Robust 3D Reconstruction via Plane Sweeping

Lingpeng Chen, Jiakun Tang, Apple Pui-Yi Chui +2

Accurate 3D reconstruction in visually-degraded underwater environments remains a formidable challenge. Single-modality approaches are insufficient: vision-based methods fail due t…

cs.RO2025

Supervisory Measurement-Guided Noise Covariance Estimation

Haoying Li, Yifan Peng, Xinghan Li +1

Reliable state estimation hinges on accurate specification of sensor noise covariances, which weigh heterogeneous measurements. In practice, these covariances are difficult to iden…

eess.SY2025

Supervisory Measurement-Guided Noise Covariance Estimation: Discussing Forward and Reverse Differentiation

Haoying Li, Yifan Peng, Yuchi Wu +1

Reliable state estimation depends on accurately modeled noise covariances, which are difficult to determine in practice. This paper formulates the noise covariance estimation as a…

cs.RO2025

AquaticVision: Benchmarking Visual SLAM in Underwater Environment with Events and Frames

Yifan Peng, Yuze Hong, Ziyang Hong +2

Many underwater applications, such as offshore asset inspections, rely on visual inspection and detailed 3D reconstruction. Recent advancements in underwater visual SLAM systems fo…