Color Fractal Descriptors for Adaxial Epidermis Texture Classification
作者： André R. Backes , Jarbas Joaci de Mesquita Sá Junior , Rosana Marta Kolb
DOI: 10.1007/978-3-319-25751-8_7
关键词: Plant taxonomy 、 Fractal dimension 、 Artificial intelligence 、 Epidermis (botany) 、 Discriminative model 、 Color texture 、 Mathematics 、 Pattern recognition 、 Texture (music) 、 Discriminant 、 Fractal
摘要: The leaves are an important plant organ and source of information for the traditional taxonomy. This study proposes a classification approach using adaxial epidermis tissue, specific cell layer that covers leaf. To accomplish this task, we apply high discriminative color texture analysis method based on Bouligand-Minkowski fractal dimension. In experimental comparison, success rate obtained by our proposed (\(96.66\%\)) was highest among all methods used, demonstrating is very suitable to extract discriminant features from epidermis. Thus, research can significantly contribute with other studies computer vision.
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sci-hub.st 参考文章(25)
Claude Tricot, Curves and Fractal Dimension ,(2011)
André R Backes, Jarbas J de M. Sá Junior, Rosana M Kolb, Odemir M Bruno, None, Plant Species Identification Using Multi-scale Fractal Dimension Applied to Images of Adaxial Surface Epidermis Computer Analysis of Images and Patterns. ,vol. 5702, pp. 680- 688 ,(2009) , 10.1007/978-3-642-03767-2_83
Jarbas Joaci de Mesquita Sá Junior, Davi Rodrigo Rossatto, Rosana Marta Kolb, Odemir Martinez Bruno, A computer vision approach to quantify leaf anatomical plasticity: a case study on Gochnatia polymorpha (Less.) Cabrera Ecological Informatics. ,vol. 15, pp. 34- 43 ,(2013) , 10.1016/J.ECOINF.2013.02.007
A. Drimbarean, P.F. Whelan, Experiments in colour texture analysis Pattern Recognition Letters. ,vol. 22, pp. 1161- 1167 ,(2001) , 10.1016/S0167-8655(01)00058-7
André Ricardo Backes, Dalcimar Casanova, Odemir Martinez Bruno, Color texture analysis based on fractal descriptors Pattern Recognition. ,vol. 45, pp. 1984- 1992 ,(2012) , 10.1016/J.PATCOG.2011.11.009
Guang-Hai Liu, Zuo-Yong Li, Lei Zhang, Yong Xu, Image retrieval based on micro-structure descriptor Pattern Recognition. ,vol. 44, pp. 2123- 2133 ,(2011) , 10.1016/J.PATCOG.2011.02.003
Christoph Palm, Color texture classification by integrative Co-occurrence matrices Pattern Recognition. ,vol. 37, pp. 965- 976 ,(2004) , 10.1016/J.PATCOG.2003.09.010
George Paschos, Maria Petrou, Histogram ratio features for color texture classification Pattern Recognition Letters. ,vol. 24, pp. 309- 314 ,(2003) , 10.1016/S0167-8655(02)00244-1
André Ricardo Backes, Wesley Nunes Gonçalves, Alexandre Souto Martinez, Odemir Martinez Bruno, Texture analysis and classification using deterministic tourist walk Pattern Recognition. ,vol. 43, pp. 685- 694 ,(2010) , 10.1016/J.PATCOG.2009.07.017
ANDRÉ RICARDO BACKES, DALCIMAR CASANOVA, ODEMIR MARTINEZ BRUNO, PLANT LEAF IDENTIFICATION BASED ON VOLUMETRIC FRACTAL DIMENSION International Journal of Pattern Recognition and Artificial Intelligence. ,vol. 23, pp. 1145- 1160 ,(2009) , 10.1142/S0218001409007508