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Biosystems Engineering
Volume 96, Issue 2, February 2007, Pages 231-237
 
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doi:10.1016/j.biosystemseng.2006.10.018    
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Copyright © 2006 IAgrE Published by Elsevier Ltd.

Stem-end/Calyx Identification on Apples using Contour Analysis in Multispectral Images

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J. Xing1, 2, Corresponding Author Contact Information, E-mail The Corresponding Author, P. Jancsók2 and J. De Baerdemaeker2

1Department of Bioresource Engineering, McGill University Macdonald Campus, 21,111 Lakeshore Road, Ste-Anne-de-Bellevue, Que., Canada H9X 3V9

2Division of Mechatronics, Biostatistics and Sensors, Department of Biosystems, Catholic University of Leuven, Kasteelpark Arenberg 30, B-3001 Leuven, Belgium


Received 8 October 2005; 
accepted 27 October 2006. 
Available online 9 January 2007.

As a part of a project concerned with detecting bruises on ‘Golden Delicious’ and ‘Jonagold’ apples, a hyperspectral imaging system was used for separating stem-end/calyx regions from true bruises. Based on principal component analysis (PCA) of the hyperspectral images, multiple effective wavebands were selected. Afterwards, PCA and image-processing techniques were applied to the multispectral images. The stem-end/calyx regions were identified and distinguished from the cheek surfaces by analysing the contour features of the first principal component score images. None of the sound tissue was misclassified as a stem-end or calyx region for both cultivars apples. In the investigated samples, all of the stem-end/calyx presented in the images were correctly recognised for the ‘Golden Delicious’ apples and 98·33% for ‘Jonagold’ apples. Less than 3% of bruises were misclassified as stem-end/calyx regions for both cultivars apples.

Article Outline

1. Introduction
2. Materials and methods
2.1. Sample preparation
2.2. Hyperspectral imaging system
2.3. Data processing and analysis
3. Results and discussion
3.1. Principal component analysis on the full wavelength region
3.2. Principal components analysis on the multiple wavebands
3.3. Stem-end/calyx regions identification
4. Conclusions
Acknowledgements
References





Corresponding Author Contact InformationCorresponding author.

Biosystems Engineering
Volume 96, Issue 2, February 2007, Pages 231-237
 
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