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A Mask-Based Approach for the Geometric Calibration of Thermal-Infrared Cameras

机译:基于掩模的热红外摄像机几何校准方法

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摘要

Accurate and efficient thermal-infrared (IR) camera calibration is important for advancing computer vision research within the thermal modality. This paper presents an approach for geometrically calibrating individual and multiple cameras in both the thermal and visible modalities. The proposed technique can be used to correct for lens distortion and to simultaneously reference both visible and thermal-IR cameras to a single coordinate frame. The most popular existing approach for the geometric calibration of thermal cameras uses a printed chessboard heated by a flood lamp and is comparatively inaccurate and difficult to execute. Additionally, software toolkits provided for calibration either are unsuitable for this task or require substantial manual intervention. A new geometric mask with high thermal contrast and not requiring a flood lamp is presented as an alternative calibration pattern. Calibration points on the pattern are then accurately located using a clustering-based algorithm which utilizes the maximally stable extremal region detector. This algorithm is integrated into an automatic end-to-end system for calibrating single or multiple cameras. The evaluation shows that using the proposed mask achieves a mean reprojection error up to 78% lower than that using a heated chessboard. The effectiveness of the approach is further demonstrated by using it to calibrate two multiple-camera multiple-modality setups. Source code and binaries for the developed software are provided on the project Web site.
机译:准确有效的热红外(IR)摄像机校准对于在热模态中推进计算机视觉研究非常重要。本文提出了一种在热和可见光模式下对单个和多个摄像机进行几何校准的方法。所提出的技术可用于校正镜头畸变,并将可见光和热红外摄像机同时参考到单个坐标系。现有的用于热像​​仪几何校准的最流行方法是使用由泛光灯加热的印刷棋盘,这种方法相对不准确且难以执行。此外,提供用于校准的软件工具包不适合此任务,或者需要大量的人工干预。提出了一种具有高热对比度且不需要泛光灯的新型几何掩模,作为替代校准图案。然后使用基于聚类的算法精确定位图案上的校准点,该算法利用最大稳定的极值区域检测器。该算法已集成到自动端对端系统中,用于校准单个或多个摄像机。评估显示,与使用加热的棋盘相比,使用建议的面罩可实现平均再投影误差高达78%的降低。通过使用该方法校准两个多相机多模式设置,进一步证明了该方法的有效性。项目网站上提供了所开发软件的源代码和二进制文件。

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