Image Correction and In Situ Spectral Calibration for Low-Cost, Smartphone Hyperspectral Imaging

被引:9
|
作者
Davies, Matthew [1 ]
Stuart, Mary B. [1 ]
Hobbs, Matthew J. [1 ]
McGonigle, Andrew J. S. [2 ]
Willmott, Jon R. [1 ]
机构
[1] Univ Sheffield, Dept Elect & Elect Engn, Sheffield S1 4ET, S Yorkshire, England
[2] Univ Sheffield, Dept Geog, Sheffield S10 2TN, S Yorkshire, England
基金
英国工程与自然科学研究理事会;
关键词
hyperspectral; smartphone; low cost; environmental monitoring; field deployable; portable; calibration; QUALITY; DESIGN; SYSTEM; REFLECTANCE; BRUISE;
D O I
10.3390/rs14051152
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Developments in the portability of low-cost hyperspectral imaging instruments translate to significant benefits to agricultural industries and environmental monitoring applications. These advances can be further explicated by removing the need for complex post-processing and calibration. We propose a method for substantially increasing the utility of portable hyperspectral imaging. Vertical and horizontal spatial distortions introduced into images by 'operator shake' are corrected by an in-scene reference card with two spatial references. In situ light-source-independent spectral calibration is performed. This is achieved by a comparison of the ground-truth spectral reflectance of an in-scene red-green-blue target to the uncalibrated output of the hyperspectral data. Finally, bias introduced into the hyperspectral images due to the non-flat spectral output of the illumination is removed. This allows for low-skilled operation of a truly handheld, low-cost hyperspectral imager for agriculture, environmental monitoring, or other visible hyperspectral imaging applications.
引用
收藏
页数:14
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