Classification of silver halide microcrystals via K-NN clustering of their shape descriptors

被引:0
|
作者
Kindratenko, VV [1 ]
Treiger, BA [1 ]
VanEspen, PJM [1 ]
机构
[1] UNIV INSTELLING ANTWERP,DEPT CHEM,MICRO & TRACE ANAL CTR,B-2610 WILRIJK,BELGIUM
关键词
shape description; image processing; K-NN clustering;
D O I
10.1002/(SICI)1099-128X(199703)11:2<131::AID-CEM460>3.0.CO;2-6
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A method for the classification of tabular grain silver halide microcrystals according to their shape is presented, Various approaches of shape analysis and recognition and their applicability for the given problem are discussed. Shape descriptors obtained from Fourier power spectra are used to describe the shape of microcrystals. The classification of the shapes is based on nearest neighborhood algorithms. Results of the classification by four different algorithms are compared. The fuzzy four-nearest-neighbor classifier was found to be the most appropriate one. (C) 1997 by John Wiley & Sons, Ltd.
引用
收藏
页码:131 / 139
页数:9
相关论文
共 50 条
  • [1] Classification of silver halide microcrystals via K-NN clustering of their shape descriptors
    Kindratenko, Volodymyr V.
    Treiger, Boris A.
    Van Espen, Pierre J. M.
    Journal of Chemometrics, 11 (02): : 131 - 139
  • [2] Distance based k-NN Classification of Gabor Jet Local Descriptors
    Lefkovits, Szidonia
    Lefkovits, Laszlo
    8TH INTERNATIONAL CONFERENCE INTERDISCIPLINARITY IN ENGINEERING, INTER-ENG 2014, 2015, 19 : 780 - 785
  • [3] Trajectory Clustering and k-NN for Robust Privacy Preserving k-NN Query Processing in GeoSpark
    Dritsas, Elias
    Kanavos, Andreas
    Trigka, Maria
    Vonitsanos, Gerasimos
    Sioutas, Spyros
    Tsakalidis, Athanasios
    ALGORITHMS, 2020, 13 (08)
  • [4] Leaf classification based on Shape and Edge feature with k-NN Classifier
    Kumar, Pullela S. V. V. S. R.
    Rao, Konda Naga Venkateswara
    Raju, Akella S. Narasimha
    Kumar, D. J. Nagendra
    PROCEEDINGS OF THE 2016 2ND INTERNATIONAL CONFERENCE ON CONTEMPORARY COMPUTING AND INFORMATICS (IC3I), 2016, : 548 - 552
  • [5] Scalable k-NN graph construction for visual descriptors
    Wang, Jing
    Wang, Jingdong
    Zeng, Gang
    Tu, Zhuowen
    Gan, Rui
    Li, Shipeng
    2012 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2012, : 1106 - 1113
  • [6] Scalable Multicore k-NN Search via Subspace Clustering for Filtering
    Tang, Xiaoxin
    Huang, Zhiyi
    Eyers, David
    Mills, Steven
    Guo, Minyi
    IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2015, 26 (12) : 3449 - 3460
  • [7] Anonymizing k-NN Classification on MapReduce
    Bazai, Sibghat Ullah
    Jang-Jaccard, Julian
    Wang, Ruili
    MOBILE NETWORKS AND MANAGEMENT (MONAMI 2017), 2018, 235 : 364 - 377
  • [8] Scalable k-NN based text clustering
    Lulli, Alessandro
    Debatty, Thibault
    Dell'Amico, Matteo
    Michiardi, Pietro
    Ricci, Laura
    PROCEEDINGS 2015 IEEE INTERNATIONAL CONFERENCE ON BIG DATA, 2015, : 958 - 963
  • [9] k-NN Classification of Handwritten Characters via Accelerated GAT Correlation
    Wakahara, Toru
    Yamashita, Yukihiko
    13TH INTERNATIONAL CONFERENCE ON FRONTIERS IN HANDWRITING RECOGNITION (ICFHR 2012), 2012, : 143 - 148
  • [10] k-NN classification of handwritten characters via accelerated GAT correlation
    Wakahara, Toru
    Yamashita, Yukihiko
    PATTERN RECOGNITION, 2014, 47 (03) : 994 - 1001