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Paddy variety identification using hyperspectral imagery under non-ideal illumination conditions

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成果类型:
期刊论文
作者:
Liu, Weihua;Zeng, Shan*;Li, Hao;Xiao, Zuyin;Huang, Xin;...
通讯作者:
Zeng, Shan
作者机构:
[Liu, Weihua] Wuhan Polytech Univ, Sch Elect & Elect Engn, Wuhan 430023, Peoples R China.
[Huang, Xin; Xiao, Zuyin; Li, Hao; Jiang, Haohui; Zeng, Shan] Wuhan Polytech Univ, Sch Math & Comp Sci, Wuhan 430023, Peoples R China.
通讯机构:
[Zeng, Shan] W
Wuhan Polytech Univ, Sch Math & Comp Sci, Wuhan 430023, Peoples R China.
语种:
英文
关键词:
Hyperspectral imaging;synthetic reflectance slope image;support vector machine;weighted spatial filtering;variety identification;Gabor filters
期刊:
International Journal of Wavelets, Multiresolution and Information Processing
ISSN:
0219-6913
年:
2020
卷:
18
期:
05
页码:
2050036
基金类别:
Research Project of Hubei Provincial Department of Education [B2019062]; National Natural Science Foundation of China (NSFC)National Natural Science Foundation of China (NSFC) [61705170]; National Natural Science Foundation of China (NSFC-CAAC Grant)National Natural Science Foundation of China (NSFC) [U1833119]; Wuhan Science and Technology Foundation [2018020401011299]; National Food and Strategic Reserves Administration Foundation [LQ2018501]
机构署名:
本校为第一且通讯机构
院系归属:
电气与电子工程学院
数学与计算机学院
摘要:
Hyperspectral imaging (HSI) has shown great potential in the use of paddy variety identification. However, the quality of HSI images taken by a hyperspectral camera under non-ideal illumination is vulnerable to environmental influences such as shadows and noises, leading to a degraded identification result. This problem is addressed in this study by a two-stage image processing method. First, to eliminate the influence of shadows, a grayscale image based on the reflectance slope is synthesized. The synthetic reflectance slope image (SRSI) is binarized for image segmentation and shape features ...

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