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
中国国家自然科学基金; 美国国家科学基金会;
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
  • [1] Research on color image segmentation under projection of color stripes
    Han, P. Y.
    Da, F. P.
    Gai, S. Y.
    Zhu, Z. J.
    [J]. 2008 PROCEEDINGS OF INFORMATION TECHNOLOGY AND ENVIRONMENTAL SYSTEM SCIENCES: ITESS 2008, VOL 2, 2008, : 1100 - 1105
  • [2] The Research of Color Image Segmentation Based on Clustering in HIS Color Space
    Zhang, Sanmei
    [J]. INTERNATIONAL CONFERENCE ON COMPUTATIONAL AND INFORMATION SCIENCES (ICCIS 2014), 2014, : 1092 - 1096
  • [3] Research on Algorithm of Image Segmentation Based on Color Features
    Bai, Jie-yun
    Ren, Hong-e
    [J]. ADVANCED RESEARCH ON COMPUTER SCIENCE AND INFORMATION ENGINEERING, PT I, 2011, 152 : 73 - 78
  • [4] Color image segmentation
    Rojas, JJB
    Guerrero, ML
    Acevedo, JC
    Vivanco, AP
    Serrano, GU
    [J]. REVISTA MEXICANA DE FISICA, 2004, 50 (06) : 579 - 587
  • [5] Research on Segmentation Method of True Color Image Based on SVM
    Ma, Yongli
    Zhao, Zhiying
    Yu, Gangyong
    [J]. 2015 4TH INTERNATIONAL CONFERENCE ON ENERGY AND ENVIRONMENTAL PROTECTION (ICEEP 2015), 2015, : 115 - 119
  • [6] An image segmentation algorithm for color image
    Wang, YB
    Zhang, NY
    Zhang, HY
    Zheng, XX
    [J]. IEEE-EMBS ASIA PACIFIC CONFERENCE ON BIOMEDICAL ENGINEERING - PROCEEDINGS, PTS 1 & 2, 2000, : 258 - 259
  • [7] Research and Simulation on the Image Segmentation Algorithm with Corn Image Based on HSI Color Model
    Hou, Xuefeng
    Shang, Yuanyuan
    [J]. ADVANCED RESEARCH ON INDUSTRY, INFORMATION SYSTEM AND MATERIAL ENGINEERING, 2012, 459 : 128 - 131
  • [8] Research on thermopaint color image segmentation and its application in temperature recognition
    Cai Maorong
    Lin Maosong
    Gu Yajun
    [J]. ICEMI 2007: PROCEEDINGS OF 2007 8TH INTERNATIONAL CONFERENCE ON ELECTRONIC MEASUREMENT & INSTRUMENTS, VOL II, 2007, : 986 - 989
  • [9] Color Image Segmentation - a Review
    Deshmukh, Kanchan Subhash
    [J]. SECOND INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING, 2010, 7546
  • [10] Unsupervised color image segmentation
    Hance, GA
    Umbaugh, SE
    Moss, RH
    Stoecker, WV
    [J]. IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE, 1996, 15 (01): : 104 - 111