Research on Color Image Segmentation

被引:0
|
作者
Yan, Jingwen [1 ,3 ]
Chen, Xiaopeng [1 ,3 ]
Xie, Tingting [1 ,3 ]
Zhao, Huimin [2 ,3 ]
机构
[1] Shantou Univ, Dept Elect Engn, Shantou, Guangdong, Peoples R China
[2] Guangdong Polytech Normal Univ, Sch Elect & Informat, Guangzhou, Peoples R China
[3] Key Lab Digital Content Proc & Secur Technol Guan, Guangzhou, Guangdong, Peoples R China
来源
基金
美国国家科学基金会; 中国国家自然科学基金;
关键词
Image segmentation; Mean shift; Ncut algorithm;
D O I
10.1007/978-3-319-71598-8_3
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The traditional Ncut algorithm has the disadvantages of large amount of computation and insufficient ability of resisting noise interference because it needs to solve the eigenvector and eigenmatrix. In order to solve this problem, a color image segmentation algorithm based on the improved Ncut algorithm is proposed in this paper. Firstly, we apply the Mean Shift for pre-segmentation, and then the pixel blocks produced from pre-segmentation replace the raw image pixel blocks to form a new block diagram. Next, Ncut algorithm is employed to final segmentation. We implemented several experiments and the experimental results show that the improved Ncut algorithm can not only improve the efficiency of the segmentation, but also has excellent ability to resist noise interference.
引用
收藏
页码:27 / 35
页数:9
相关论文
共 50 条
  • [41] From color quantization to image segmentation
    Ramella, Giuliana
    di Baja, Gabriella Sanniti
    2016 12TH INTERNATIONAL CONFERENCE ON SIGNAL-IMAGE TECHNOLOGY & INTERNET-BASED SYSTEMS (SITIS), 2016, : 798 - 804
  • [42] A fast algorithm for color image segmentation
    Dong, Liju
    Ogunbona, Philip
    Li, Wanqing
    Yu, Ge
    Fan, Linan
    Zheng, Gang
    ICICIC 2006: FIRST INTERNATIONAL CONFERENCE ON INNOVATIVE COMPUTING, INFORMATION AND CONTROL, VOL 2, PROCEEDINGS, 2006, : 685 - +
  • [43] Perceptually color clustering for image segmentation
    Wan, HL
    Hu, H
    Shi, ZZ
    OBJECT DETECTION, CLASSIFICATION, AND TRACKING TECHNOLOGIES, 2001, 4554 : 159 - 164
  • [44] Color image segmentation by compacigram analysis
    Botte-Lecocq, Claudine
    Losson, Olivier
    Macaire, Ludovic
    14TH INTERNATIONAL CONFERENCE ON IMAGE ANALYSIS AND PROCESSING WORKSHOPS, PROCEEDINGS, 2007, : 212 - 215
  • [45] Scalable multiresolution color image segmentation
    Tab, Fardin Akhlaghlan
    Naghdy, Golshah
    Mertins, Alfred
    SIGNAL PROCESSING, 2006, 86 (07) : 1670 - 1687
  • [46] Color image segmentation - an innovative approach
    Chen, TQ
    Lu, Y
    PATTERN RECOGNITION, 2002, 35 (02) : 395 - 405
  • [47] Color image background segmentation and representation
    Huang, Q
    Megiddo, N
    INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, PROCEEDINGS - VOL III, 1996, : 1027 - 1030
  • [48] A quick and coarse color image segmentation
    Lambert, P
    Grecu, H
    2003 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL 1, PROCEEDINGS, 2003, : 965 - 968
  • [49] A Combined Approach for Color Image Segmentation
    Yang Bo
    Wang Hui-Qin
    2011 INTERNATIONAL CONFERENCE ON COMPUTER, ELECTRICAL, AND SYSTEMS SCIENCES, AND ENGINEERING (CESSE 2011), 2011, : 477 - 480
  • [50] A Hybrid Color Distance for Image Segmentation
    Moreno, R.
    Grana, M.
    d'Anjou, A.
    HYBRID ARTIFICIAL INTELLIGENT SYSTEMS, PART II, 2011, 6679 : 447 - 454