Online Photometric Calibration of Automatic Gain Thermal Infrared Cameras

被引:11
|
作者
Das, Manash Pratim [1 ,2 ]
Matthies, Larry [1 ]
Daftry, Shreyansh [1 ]
机构
[1] CALTECH, Jet Prop Lab, 4800 Oak Grove Dr, Pasadena, CA 91109 USA
[2] Carnegie Mellon Univ, Pittsburgh, PA 15213 USA
来源
关键词
Calibration and identification; vision-based navigation; localization;
D O I
10.1109/LRA.2021.3061401
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Thermal infrared cameras are increasingly being used in various applications such as robot vision, industrial inspection and medical imaging, thanks to their improved resolution and portability. However, the performance of traditional computer vision techniques developed for electro-optical imagery does not directly translate to the thermal domain due to two major reasons: these algorithms require photometric assumptions to hold, and methods for photometric calibration of RGB cameras cannot be applied to thermal-infrared cameras due to difference in data acquisition and sensor phenomenology. In this letter, we take a step in this direction, and introduce a novel algorithm for online photometric calibration of thermal-infrared cameras. Our proposed method does not require any specific driver/hardware support and hence can be applied to any commercial off-the-shelf thermal IR camera. We present this in the context of visual odometry and SLAM algorithms, and demonstrate the efficacy of our proposed system through extensive experiments for both standard benchmark datasets, and real-world field tests with a thermal-infrared camera in natural outdoor environments.
引用
收藏
页码:2453 / 2460
页数:8
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