mlsanityData to 7 Oct 2026

Thermo-LIO: A Novel Multi-Sensor Integrated System for Structural Health Monitoring

arXiv 2601.08977 ↗First posted 13 Jan 2026cs.CVcited by 0

Not on the map. Why?

Abstract (arXiv)

Traditional two-dimensional thermography, despite being non-invasive and useful for defect detection in the construction field, is limited in effectively assessing complex geometries, inaccessible areas, and subsurface defects. This paper introduces Thermo-LIO, a novel multi-sensor system that can enhance Structural Health Monitoring (SHM) by fusing thermal imaging with high-resolution LiDAR. To achieve this, the study first develops a multimodal fusion method combining thermal imaging and LiDAR, enabling precise calibration and synchronization of multimodal data streams to create accurate representations of temperature distributions in buildings. Second, it integrates this fusion approach with LiDAR-Inertial Odometry (LIO), enabling full coverage of large-scale structures and allowing for detailed monitoring of temperature variations and defect detection across inspection cycles. Experimental validations, including case studies on a bridge and a hall building, demonstrate that Thermo-LIO can detect detailed thermal anomalies and structural defects more accurately than traditional methods. The system enhances diagnostic precision, enables real-time processing, and expands inspection coverage, highlighting the crucial role of multimodal sensor integration in advancing SHM methodologies for large-scale civil infrastructure.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 3 of its 27 references that are in the map. First posted on arXiv 13 Jan 2026.

Builds on

3 of 27 references.

References · 3

  1. 2020LIO-SAM: Tightly-coupled Lidar Inertial Odometry via Smoothing and Mappingcited by 185
  2. 2019Sparse Depth Enhanced Direct Thermal-infrared SLAM Beyond the Visible Spectrumcited by 22
  3. 2021Targetless Extrinsic Calibration of Stereo Cameras, Thermal Cameras, and Laser Sensors in the Wildcited by 3

Built on by

Not cited yet.