Modular calibration board for automated calibration of hyperspectral cameras

IF 4.6 2区 化学 Q1 SPECTROSCOPY
Morten Sielnik Andersen , Jens-Christian Pedersen , Bjarke Jørgensen , Mogens Hinge , René Lynge Eriksen
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引用次数: 0

Abstract

This work presents an adaptable and fully automated approach for calibrating hyperspectral images (HSI) acquired using a pushbroom (line-scan) system. The proposed method enables simultaneous spectral, intensity, and spatial calibration while determining the spectral and spatial resolution of the system, all within a single scan. Calibration is performed using a flexible multi-purpose calibration board designed to provide necessary reference data. Spectral calibration is achieved using an array of LEDs spanning the spectral range from visible to shortwave infrared (Vis-SWIR), enabling precise wavelength registration. Additionally, a narrowband laser diode determines the system’s spectral resolution at one wavelength. Intensity calibration corrects for illumination inhomogeneities and pixel sensitivity variations using a highly reflective Restan plate. Spatial calibration ensures an accurate aspect ratio using a checkerboard pattern, while modulation transfer functions (MTFs) derived from line grids and edge transitions quantify the spatial resolution. A grayscale calibration module evaluates sensor intensity linearity. The calibration process is fully automated through a Python-based software package, which utilizes an ANN-driven object detection model to accurately extract pixel coordinates of each module. This modular approach allows for precise calibration of line-scan systems and can be adapted to other systems, e.g., snapshot. The method is evaluated using Newtec Vis-SWIR Oculus hyperspectral line-scan cameras, demonstrating consistent and accurate calibration.

Abstract Image

用于高光谱相机自动校准的模块化校准板
这项工作提出了一种适应性强的全自动方法,用于校准使用推扫(线扫描)系统获得的高光谱图像(HSI)。所提出的方法能够同时进行光谱、强度和空间校准,同时确定系统的光谱和空间分辨率,所有这些都在一次扫描中完成。使用灵活的多用途校准板进行校准,旨在提供必要的参考数据。光谱校准是通过一系列led来实现的,这些led的光谱范围从可见光到短波红外(Vis-SWIR),从而实现精确的波长配准。此外,窄带激光二极管决定了系统在一个波长上的光谱分辨率。强度校准校正照明不均匀性和像素灵敏度变化使用高反射Restan板。空间校准确保使用棋盘图案精确的宽高比,而从线网格和边缘过渡派生的调制传递函数(mtf)量化空间分辨率。灰度校准模块评估传感器强度线性度。校准过程通过基于python的软件包完全自动化,该软件包利用人工神经网络驱动的目标检测模型准确提取每个模块的像素坐标。这种模块化方法允许对线扫描系统进行精确校准,并可适用于其他系统,例如快照。使用Newtec Vis-SWIR Oculus高光谱线扫描相机对该方法进行了评估,证明了校准的一致性和准确性。
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来源期刊
CiteScore
8.40
自引率
11.40%
发文量
1364
审稿时长
40 days
期刊介绍: Spectrochimica Acta, Part A: Molecular and Biomolecular Spectroscopy (SAA) is an interdisciplinary journal which spans from basic to applied aspects of optical spectroscopy in chemistry, medicine, biology, and materials science. The journal publishes original scientific papers that feature high-quality spectroscopic data and analysis. From the broad range of optical spectroscopies, the emphasis is on electronic, vibrational or rotational spectra of molecules, rather than on spectroscopy based on magnetic moments. Criteria for publication in SAA are novelty, uniqueness, and outstanding quality. Routine applications of spectroscopic techniques and computational methods are not appropriate. Topics of particular interest of Spectrochimica Acta Part A include, but are not limited to: Spectroscopy and dynamics of bioanalytical, biomedical, environmental, and atmospheric sciences, Novel experimental techniques or instrumentation for molecular spectroscopy, Novel theoretical and computational methods, Novel applications in photochemistry and photobiology, Novel interpretational approaches as well as advances in data analysis based on electronic or vibrational spectroscopy.
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