VERF: Runtime Monitoring of Pose Estimation with Neural Radiance Fields

D Maggio, C Mario, L Carlone - IEEE Robotics and Automation …, 2023 - ieeexplore.ieee.org
We present VERF, a collection of two methods (VERF-PnP and VERF-Light) for providing
runtime assurance on the correctness of a camera pose estimate of a monocular camera …

Covariance Matrix Transformation Method for Absolute/Relative Measurements Fusion of Vision/IMU/GNSS integration in Parafoil Landing

J Wang, Z Xiong, Y Zhao, Y Ding, Y Liu… - IEEE Sensors …, 2024 - ieeexplore.ieee.org
The traditional parafoil system localization methods rely highly on global navigation satellite
system (GNSS). However, GNSS cannot provide the control system real-time, high …

Deep Modeling of Non-Gaussian Aleatoric Uncertainty

A Acharya, C Lee, M D'Alonzo, J Shamwell… - arXiv preprint arXiv …, 2024 - arxiv.org
Deep learning offers promising new ways to accurately model aleatoric uncertainty in robotic
estimation systems, particularly when the uncertainty distributions do not conform to …