A competition in unsupervised color image segmentation

被引:16
|
作者
Haindl, Michal [1 ]
Mikes, Stanislav [1 ]
机构
[1] Acad Sci Czech Republ, Inst Informat Theory & Automat, CR-18208 Prague, Czech Republic
关键词
Unsupervised image segmentation; Segmentation contest; Texture analysis; TEXTURE; MODEL; CUTS;
D O I
10.1016/j.patcog.2016.03.003
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A competition in unsupervised color image segmentation took place in conjunction with the 22nd International Conference on Pattern Recognition (ICPR 2014). It aimed to promote evaluation of unsupervised color image segmentation algorithms using publicly available data sets, and to allow for any subsequent methods to be easily evaluated and compared with the results of the contested methods under identical conditions. Our comparison of different methods is based on the standard methodology of performance assessment using an on-line verification server. We present in this paper the evaluation of the top six results submitted to the ICPR 2014 contest in unsupervised color image segmentation and compare them with 11 other state-of-the-art unsupervised image segmenters. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:136 / 151
页数:16
相关论文
共 50 条
  • [1] Unsupervised color image segmentation
    Hance, GA
    Umbaugh, SE
    Moss, RH
    Stoecker, WV
    IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE, 1996, 15 (01): : 104 - 111
  • [2] Unsupervised color image segmentation
    Liu, RJ
    Yuan, BZ
    2002 6TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS, VOLS I AND II, 2002, : 744 - 747
  • [3] An algorithm for unsupervised color image segmentation
    Lucchese, L
    Mitra, SK
    1998 IEEE SECOND WORKSHOP ON MULTIMEDIA SIGNAL PROCESSING, 1998, : 33 - 38
  • [4] Unsupervised Color-texture Image Segmentation
    郁生阳
    张艳
    王永刚
    杨杰
    Journal of Shanghai Jiaotong University, 2008, (01) : 71 - 75
  • [5] Unsupervised histogram based color image segmentation
    Chenaoua, KS
    Bouridane, A
    Kurugollu, F
    ICECS 2003: PROCEEDINGS OF THE 2003 10TH IEEE INTERNATIONAL CONFERENCE ON ELECTRONICS, CIRCUITS AND SYSTEMS, VOLS 1-3, 2003, : 240 - 243
  • [6] Unsupervised color-texture image segmentation
    Institute of Image Processing and Pattern Recognition, Shanghai Jiaotong University, Shanghai 200240, China
    不详
    J. Shanghai Jiaotong Univ. Sci., 2008, 1 (71-75):
  • [7] Unsupervised method of rough color image segmentation
    Tico, Marius
    Haverinen, Taneli
    Kuosmanen, Pauli
    Conference Record of the Asilomar Conference on Signals, Systems and Computers, 1999, 1 : 58 - 61
  • [8] Unsupervised color-texture image segmentation
    Sheng-yang Yu
    Yan Zhang
    Yong-gang Wang
    Jie Yang
    Journal of Shanghai Jiaotong University (Science), 2008, 13 (1) : 71 - 75
  • [9] Bayesian learning, global competition and unsupervised image segmentation
    Guo, GD
    Ma, SD
    PATTERN RECOGNITION LETTERS, 2000, 21 (02) : 107 - 116
  • [10] Bayesian learning, global competition, and unsupervised image segmentation
    Guo, GD
    Ma, SD
    ICSP '98: 1998 FOURTH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, PROCEEDINGS, VOLS I AND II, 1998, : 986 - 989