Banana cultivar classification using scale invariant shape analysis

作者: Kwankamon Dittakan , Nawanol Theera-Ampornpunt , Waraphon Witthayarat , Sararat Hinnoy , Supawit Klaiwan

DOI: 10.1109/INCIT.2017.8257854

关键词:

摘要: This paper presents scale-invariant shape analysis with respect to banana cultivar detection. We consider three cultivars: Cavendish, Lady Finger, and Pisang Awak. present the appropriate image preprocessing methods compare different feature selection algorithms, numbers of features, as well various machine learning models classifier. found that best method is chi square, optimal number features 100. Differences between prediction accuracy are small, but overall, Bayesian network performs best, overall AUC 0.933 84%.

参考文章(11)
C.D. Jones, J.B. Jones, W.S. Lee, Original paper: Diagnosis of bacterial spot of tomato using spectral signatures Computers and Electronics in Agriculture. ,vol. 74, pp. 329- 335 ,(2010) , 10.1016/J.COMPAG.2010.09.008
Nootcharee Thammachot, Supapan Chaiprapat, Kriangkrai Waiyakan, Development of an Image Processing System in Splendid Squid Grading The 9th International Conference on Computing and InformationTechnology (IC2IT2013). pp. 175- 183 ,(2013) , 10.1007/978-3-642-37371-8_21
P. Cano Marchal, D. Martínez Gila, J. Gámez García, J. Gómez Ortega, Expert system based on computer vision to estimate the content of impurities in olive oil samples Journal of Food Engineering. ,vol. 119, pp. 220- 228 ,(2013) , 10.1016/J.JFOODENG.2013.05.032
D. Cozzolino, W.U. Cynkar, N. Shah, P. Smith, Multivariate data analysis applied to spectroscopy: Potential application to juice and fruit quality Food Research International. ,vol. 44, pp. 1888- 1896 ,(2011) , 10.1016/J.FOODRES.2011.01.041
Maria Raquel Cavalcanti Inácio, Maria de Fátima Vitória de Moura, Kássio Michell Gomes de Lima, None, Classification and determination of total protein in milk powder using near infrared reflectance spectrometry and the successive projections algorithm for variable selection Vibrational Spectroscopy. ,vol. 57, pp. 342- 345 ,(2011) , 10.1016/J.VIBSPEC.2011.07.002
Ce Yang, Won Suk Lee, Jeffrey G. Williamson, Classification of blueberry fruit and leaves based on spectral signatures Biosystems Engineering. ,vol. 113, pp. 351- 362 ,(2012) , 10.1016/J.BIOSYSTEMSENG.2012.09.009
M. Daszykowski, J. Orzel, M.S. Wrobel, H. Czarnik-Matusewicz, B. Walczak, Improvement of classification using robust soft classification rules for near-infrared reflectance spectral data Chemometrics and Intelligent Laboratory Systems. ,vol. 109, pp. 86- 93 ,(2011) , 10.1016/J.CHEMOLAB.2011.08.004
Kevin E. Kane, Won Suk Lee, Spectral Sensing of Different Citrus Varieties for Precision Agriculture 2006 Portland, Oregon, July 9-12, 2006. pp. 1- ,(2006) , 10.13031/2013.21091
T. Pholpho, S. Pathaveerat, P. Sirisomboon, Classification of longan fruit bruising using visible spectroscopy Journal of Food Engineering. ,vol. 104, pp. 169- 172 ,(2011) , 10.1016/J.JFOODENG.2010.12.011
Bart M Nicolaï, Thijs Defraeye, Bart De Ketelaere, Els Herremans, Maarten LATM Hertog, Wouter Saeys, Alessandro Torricelli, Thomas Vandendriessche, Pieter Verboven, None, Nondestructive Measurement of Fruit and Vegetable Quality Annual Review of Food Science and Technology. ,vol. 5, pp. 285- 312 ,(2014) , 10.1146/ANNUREV-FOOD-030713-092410