MOLA LiDAR-Inertial Odometry (MOLA-LIO) on the COMFORT Localization Benchmark

arXiv:2609.25813 · cs.RO · Submitted 2026-09-22 · Read on arXiv

cs.RO

Submitted: 2026-09-22

Updated: 2026-09-22

Comments: 2 pages; IROS 2026 workshop

Code: https://github.com/MOLAorg/mola

License: http://creativecommons.org/licenses/by-nc-nd/4.0/

The gist: This short report documents our entry to the COMFORT Localization Benchmark (IROS 2026), evaluated on the GrandTour dataset recorded with the Boxi payload.

Terminology

Abstract

This short report documents our entry to the COMFORT Localization Benchmark (IROS 2026), evaluated on the GrandTour dataset recorded with the Boxi payload. It extends MOLA-LO into a LiDAR-inertial system that also ingests IMU and, optionally, legged kinematic odometry. We describe the architecture, the streams consumed, the local protocol that selected the submitted configuration, and the measurements backing our real-time claim.

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