Enhancing Object Detection in Adverse Conditions using Thermal Imaging
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Abstract (arXiv)
Autonomous driving relies on deriving understanding of objects and scenes through images. These images are often captured by sensors in the visible spectrum. For improved detection capabilities we propose the use of thermal sensors to augment the vision capabilities of an autonomous vehicle. In this paper, we present our investigations on the fusion of visible and thermal spectrum images using a publicly available dataset, and use it to analyze the performance of object recognition on other known driving datasets. We present an comparison of object detection in night time imagery and qualitatively demonstrate that thermal images significantly improve detection accuracy.
Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). First posted on arXiv 30 Sep 2019.
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Citing papers per year: 2021: 2; 2022: 1; 2023: 1; 2024: 1.
5 papers.
- 2021SSTN: Self-Supervised Domain Adaptation Thermal Object Detection for Autonomous Drivingcited by 23
- 2024A Multispectral Automated Transfer Technique (MATT) for machine-driven image labeling utilizing the Segment Anything Model (SAM)cited by 8
- 2022Assessing thermal imagery integration into object detection methods on ground-based and air-based collection platformscited by 1
- 2021Does Thermal data make the detection systems more reliable?cited by 0
- 2023PDIWS: Thermal Imaging Dataset for Person Detection in Intrusion Warning Systemscited by 0
- 2024A Multispectral Automated Transfer Technique (MATT) for machine-driven image labeling utilizing the Segment Anything Model (SAM)18 Feb 2024
- 2023PDIWS: Thermal Imaging Dataset for Person Detection in Intrusion Warning Systems26 Feb 2023
- 2022Assessing thermal imagery integration into object detection methods on ground-based and air-based collection platforms23 Dec 2022
- 2021Does Thermal data make the detection systems more reliable?9 Nov 2021
- 2021SSTN: Self-Supervised Domain Adaptation Thermal Object Detection for Autonomous Driving4 Mar 2021