CLUSTERING, CLASSIFICATION AND IMAGE SEGMENTATION ON THE GRID

被引:4
|
作者
GRANVILLE, V
KRIVANEK, M
RASSON, JP
机构
[1] FAC UNIV NAMUR, FAC SCI, DEPT MATH, B-5000 NAMUR, BELGIUM
[2] CHARLES UNIV, DEPT COMP SCI, CS-11636 PRAGUE 1, CZECHOSLOVAKIA
关键词
CLUSTERING; CLASSIFICATION; SEGMENTATION;
D O I
10.1016/0167-9473(93)90192-V
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this short note we focus on clustering and classification problems related to image segmentation. Our aim is twofold. First we want to popularize some methods from computational geometry in grid clustering and classification, and second, we develop new techniques and present an efficient algorithm for the image segmentation on the bounded domain. Our point of view is the simplicity and time efficiency. Our reasonings are also supported by new underlying statistical model which makes a non-standard use of Markov random field in the space of spectral signatures.
引用
收藏
页码:199 / 209
页数:11
相关论文
共 50 条
  • [1] Invariant Information Clustering for Unsupervised Image Classification and Segmentation
    Ji, Xu
    Henriques, Joao F.
    Vedaldi, Andrea
    [J]. 2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019), 2019, : 9864 - 9873
  • [2] Coke Microscopic Image Segmentation Based on Iterative Grid Clustering
    Chen, Ping
    Chen, Fang
    Zhang, Zhisheng
    Tang, Bei
    Han, Yanxiang
    [J]. 2012 19TH INTERNATIONAL CONFERENCE MECHATRONICS AND MACHINE VISION IN PRACTICE (M2VIP), 2012, : 259 - 263
  • [3] IMAGE SEGMENTATION BY CLUSTERING
    COLEMAN, GB
    ANDREWS, HC
    [J]. PROCEEDINGS OF THE IEEE, 1979, 67 (05) : 773 - 785
  • [4] Grid-based C-means Clustering Algorithm for Image Segmentation
    Yue, Shihong
    Li, YueFeng
    He, Boyang
    [J]. 2011 INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND NEURAL COMPUTING (FSNC 2011), VOL I, 2011, : 58 - 61
  • [5] High-Dimensional Grid-based Clustering for Multispectral Satellite Image Segmentation
    Rylov, Sergey
    [J]. 2020 VI INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND NANOTECHNOLOGY (IEEE ITNT-2020), 2020,
  • [6] Agglomerative clustering for image segmentation
    Mohanta, PP
    Mukherjee, DP
    Acton, ST
    [J]. 16TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL I, PROCEEDINGS, 2002, : 664 - 667
  • [7] COLOR IMAGE SEGMENTATION BY CLUSTERING
    CELENK, M
    [J]. IEE PROCEEDINGS-E COMPUTERS AND DIGITAL TECHNIQUES, 1991, 138 (05): : 368 - 376
  • [8] Contextual clustering for image segmentation
    Baraldi, A
    Blonda, P
    Parmiggiani, F
    Satalino, G
    [J]. OPTICAL ENGINEERING, 2000, 39 (04) : 907 - 923
  • [9] Multiple Clustered Instance Learning for Histopathology Cancer Image Classification, Segmentation and Clustering
    Xu, Yan
    Zhu, Jun-Yan
    Chang, Eric
    Tu, Zhuowen
    [J]. 2012 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2012, : 964 - 971
  • [10] Nonparametric clustering for image segmentation
    Menardi, Giovanna
    [J]. STATISTICAL ANALYSIS AND DATA MINING, 2020, 13 (01) : 83 - 97