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Jakob J. Engel

4 accepted papers

2022

Long-Term Visual Map Sparsification With Heterogeneous GNN

CVPR 2022poster

We address the problem of map sparsification for longterm visual localization. A commonly employed assumption in map sparsification is that the pre-build map and the later capture localization query are consistent. However, this assumption can be easily violated in the dynamic world. Additionally, t…

Cited by 5PDFScholar
2021

Distributed Client-Server Optimization for SLAM with Limited On-Device Resources

ICRA 2021poster

Simultaneous localization and mapping (SLAM) is a crucial functionality for exploration robots and virtual/augmented reality (VR/AR) devices. However, some of such devices with limited resources cannot afford the computational or memory cost to run full SLAM algorithms. We propose a general client-s…

Cited by 12SourceScholar
2020

TLIO: Tight Learned Inertial Odometry

RA-L 2020

In this letter we propose a tightly-coupled Extended Kalman Filter framework for IMU-only state estimation. Strap-down IMU measurements provide relative state estimates based on IMU kinematic motion model. However the integration of measurements is sensitive to sensor bias and noise, causing signifi

Cited by 241SourcecodeScholar