Hyperspectral near-infrared reflectance imaging for detection of defect tomatoes

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 8027, Issue , 2011, Pages

  Lee, Hoonsoo ^a   Kim, Moon S ^b   Jeong, Danhee ^c   Chao, Kuanglin ^b   Cho, Byoung Kwan ^a   Delwiche, Stephen R ^b  

^a Chungnam National University   (South Korea)

^b AGRICULTURAL RESEARCH SERVICE   (United States)

^c Hanyang University   (South Korea)

Author keywords

hyperspectral; image processing; NIR; Tomato

Indexed keywords

DETECTION ACCURACY; DETECTION OF DEFECTS; FRESH-CUT; HYPERSPECTRAL; IMAGE PROCESSING ALGORITHM; LINEAR DISCRIMINANT ANALYSIS; MULTI-SPECTRAL; MULTIVARIATE ANALYSIS METHODS; NEAR INFRARED REFLECTANCE; NEAR-INFRARED IMAGING; NIR; PATHOGENIC INFECTIONS; POTENTIAL SITES; REGIONS OF INTEREST; SPECTRAL INFORMATION; SPECTRAL RANGE; SPECTRAL WAVEBANDS; TOMATO; WAVEBANDS;

AGRICULTURE; CRACK DETECTION; DEFECTS; DISCRIMINANT ANALYSIS; FOOD SAFETY; IMAGE PROCESSING; IMAGING SYSTEMS; INFRARED DEVICES; MULTIVARIANT ANALYSIS; OPTIMIZATION; PRINCIPAL COMPONENT ANALYSIS; THERMOGRAPHY (IMAGING);

FRUITS;

EID: 80052251750     PISSN: 0277786X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.888098     Document Type: Conference Paper

References (17)

1. FAOSTAT, [Crop statistics], (2008).
2. Y. S. Velioglu, G. Mazza, L. Gao et al., "Antioxidant activity and total phenolics in selected fruits, vegetables, and grain products," Journal of Agricultural and Food Chemistry, 46(10), 4113-4117 (1998).
3. "Multistate outbreaks of Salmonella infections associated with raw tomatoes eaten in restaurants - United States, 2005-2006," MMWR Morb Mortal Wkly Rep, 56(35), 909-11 (2007).
4. X. Guo, J. R. Chen, R. E. Brackett et al., "Survival of Salmonellae on and in tomato plants from the time of inoculation at flowering and early stages of fruit development through fruit ripening," Applied and Environmental Microbiology, 67(10), 4760-4764 (2001).
5. "Outbreak of Salmonella serotype Saintpaul infections associated with multiple raw produce items - United States, 2008," MMWR Morb Mortal Wkly Rep, 57(34), 929-34 (2008).
6. Z. Samish, and Etingert.R, "Distribution of Bacteria within Tissue of Healthy Tomatoes," Applied Microbiology, 11(1), 7-& (1963).
7. L. R. Beuchat, and J. H. Ryu, "Produce handling and processing practices," Emerging Infectious Diseases, 3(4), 459-465 (1997).
8. J. Xing, W. Saeys, and J. De Baerdemaeker, "Combination of chemometric tools and image processing for bruise detection on apples," Computers and Electronics in Agriculture, 56(1), 1-13 (2007).
9. M. S. Kim, Y. R. Chen, and P. M. Mehl, "Hyperspectral reflectance and fluorescence imaging system for food quality and safety," Transactions of the Asae, 44(3), 721-729 (2001).
10. D. Guyer, and X. K. Yang, "Use of genetic artificial neural networks and spectral imaging for defect detection on cherries," Computers and Electronics in Agriculture, 29(3), 179-194 (2000).
11. P. Baranowski, W. Mazurek, B. Witkowska-Walczak et al., "Detection of early apple bruises using pulsed-phase thermography," Postharvest Biology and Technology, 53(3), 91-100 (2009).
12. X. Cheng, Y. R. Chen, Y. Tao et al., "A novel integrated PCA and FLD method on hyperspectral image feature extraction for cucumber chllling damage inspection," Transactions of the Asae, 47(4), 1313-1320 (2004).
13. M. S. Kim, A. M. Lefcourt, K. Chao et al., "Multispectral detection of fecal contamination on apples based on hyperspectral imagery. Part I. Application of visible and near-infrared reflectance imaging," Transactions of the Asae, 45(6), 2027-2037 (2002).
14. W. Jun, M. S. Kim, B. K. Cho et al., "Microbial biofilm detection on food contact surfaces by macro-scale fluorescence imaging," Journal of Food Engineering, 99(3), 314-322 (2010).
15. M. Blanco, J. Coello, H. Iturriaga et al., "Near-infrared spectroscopy in the pharmaceutical industry," Analyst, 123(8), 135r-150r (1998).
16. G. Reich, "Near-infrared spectroscopy and imaging: Basic principles and pharmaceutical applications," Advanced Drug Delivery Reviews, 57(8), 1109-1143 (2005).
17. M. S. Kim, A. M. Lefcourt, Y. R. Chen et al., "Multispectral detection of fecal contamination on apples based on hyperspectral imagery: Part II. Application of hyperspectral fluorescence imaging," Transactions of the Asae, 45(6), 2039-2047 (2002).