Detection of early decay on citrus using LW-NIR hyperspectral reflectance imaging coupled with two-band ratio and improved watershed segmentation algorithm
被引:60
作者:
Tian, Xi
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Beijing Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China
Natl Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R ChinaBeijing Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China
Tian, Xi
[1
,2
]
Zhang, Chi
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Beijing Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China
Natl Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R ChinaBeijing Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China
Zhang, Chi
[1
,2
]
Li, Jiangbo
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机构:
Beijing Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China
Natl Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R ChinaBeijing Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China
Li, Jiangbo
[1
,2
]
Fan, Shuxiang
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Beijing Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China
Natl Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R ChinaBeijing Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China
Fan, Shuxiang
[1
,2
]
Yang, Yi
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Beijing Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China
Natl Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R ChinaBeijing Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China
Yang, Yi
[1
,2
]
Huang, Wenqian
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机构:
Beijing Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China
Natl Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R ChinaBeijing Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China
Huang, Wenqian
[1
,2
]
机构:
[1] Beijing Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China
[2] Natl Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China
Citrus;
Decay detection;
Band ratio image;
Hyperspectral imaging;
Near infrared;
Improved watershed segmentation algorithm;
COMMON DEFECTS;
BRUISES;
SYSTEM;
IDENTIFICATION;
SELECTION;
D O I:
10.1016/j.foodchem.2021.130077
中图分类号:
O69 [应用化学];
学科分类号:
081704 ;
摘要:
Decay is a serious problem in citrus storage and transportation. However, the automatic detection of decayed citrus remains a problem. In this study, the long wavelength near-infrared (LW-NIR) hyperspectra reflectance images (1000-1850 nm) of oranges were obtained, and an effective method to detect decayed citrus was proposed. Three effective wavelength selection algorithms and two classification algorithms were used to build decay detection models in pixel-level, as well as the two-band ratio images, pseudo-color image enhancement and improved watershed segmentation were used to build decay detection models in image-level. The imagelevel detection method proposed in this study obtained a total success rate of 92% for all fruit, indicating its potential to detect decayed oranges online. Moreover, the LW-NIR hyperspectral reflectance imaging is verified as a useful method to detect surface defects of fruits.
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Beijing Res Ctr Intelligent Equipment Agr, Beijing, Peoples R China
Univ Georgia, Coll Engn, Sch Elect & Comp Engn, Athens, GA 30602 USABeijing Res Ctr Intelligent Equipment Agr, Beijing, Peoples R China
Fan, Shuxiang
;
Li, Changying
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Univ Georgia, Coll Engn, Sch Elect & Comp Engn, Athens, GA 30602 USABeijing Res Ctr Intelligent Equipment Agr, Beijing, Peoples R China
Li, Changying
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Huang, Wenqian
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Huang, Wenqian
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Chen, Liping
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Beijing Res Ctr Intelligent Equipment Agr, Beijing, Peoples R ChinaBeijing Res Ctr Intelligent Equipment Agr, Beijing, Peoples R China
机构:
Beijing Res Ctr Intelligent Equipment Agr, Beijing, Peoples R China
Univ Georgia, Coll Engn, Sch Elect & Comp Engn, Athens, GA 30602 USABeijing Res Ctr Intelligent Equipment Agr, Beijing, Peoples R China
Fan, Shuxiang
;
Li, Changying
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Univ Georgia, Coll Engn, Sch Elect & Comp Engn, Athens, GA 30602 USABeijing Res Ctr Intelligent Equipment Agr, Beijing, Peoples R China
Li, Changying
;
Huang, Wenqian
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Huang, Wenqian
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Chen, Liping
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