Clustering based segmentation of text in complex color images

被引：0
|
作者：
Mao, Wen-Ge [1 ]
Wang, Hong-Bin [2 ]
Zhang, Tian-Wen [1 ]
机构：
[1] Dept. of Comp. Sci. and Technol., Harbin Inst. of Technol., Harbin 150001, China
[2] Dept. of Math., Harbin Inst. of Technol., Harbin 150001, China
来源：
Journal of Harbin Institute of Technology (New Series) | 2004年 / 11卷 / 04期
关键词：
Algorithms - Color - Fuzzy sets - Image segmentation;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
A scheme based on clustering analysis in color space to solve text segmentation in complex color images is proposed. Text segmentation includes automatic clustering of color space and foreground image generation. Two methods are also proposed for automatic clustering: The first one is to determine the optimal number of clusters and the second one is the fuzzy competitively clustering method based on competitively learning techniques. Essential foreground images obtained from any of the color clusters are combined into foreground images. Further performance analysis reveals the advantages of the proposed methods.
引用
收藏
页码：387 / 394
相关论文
共 50 条
  • [21] Text segmentation in complex background based on color and scale information of character strokes
    Wang, Weiqiang
    Fu, Libo
    Gao, Wen
    ADVANCES IN MULTIMEDIA INFORMATION PROCESSING - PCM 2007, 2007, 4810 : 397 - 400
  • [22] Unsupervised segmentation of color images based on k-means clustering in the chromaticity plane
    Lucchese, L
    Mitra, SK
    IEEE WORKSHOP ON CONTENT-BASED ACCESS OF IMAGE AND VIDEO LIBRARIES (CBAIVL'99) - PROCEEDINGS, 1999, : 74 - 78
  • [23] Hue-Based Segmentation of Color Images Using Weighted Directional Clustering Algorithms
    Kesemen, Orhan
    Ozkul, Eda
    Tezel, Ozge
    Tiryaki, Bugra Kaan
    Vefaeinahr, Soheila
    2017 25TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2017,
  • [24] Linear clustering for segmentation of color microscopic lung cell images
    Wu, HS
    Gil, J
    JOURNAL OF IMAGING SCIENCE AND TECHNOLOGY, 2003, 47 (02) : 161 - 170
  • [25] Interactive Segmentation of Color Images Based on Color Saliency
    Gion, Daiki
    Takimoto, Hironori
    Kishihara, Mitsuyoshi
    Okubo, Kensuke
    ELECTRONICS AND COMMUNICATIONS IN JAPAN, 2015, 98 (03) : 24 - 32
  • [26] Text localization and extraction from complex color images
    Raju, SS
    Pati, PB
    Ramakrishnan, AG
    ADVANCES IN VISUAL COMPUTING, PROCEEDINGS, 2005, 3804 : 486 - 493
  • [27] A Novel Text Location Algorithm in Complex Color Images
    Yang, Jiang
    Jian-Hua, Li
    PROCEEDINGS OF THE 2014 INTERNATIONAL CONFERENCE ON MECHATRONICS, ELECTRONIC, INDUSTRIAL AND CONTROL ENGINEERING, 2014, 5 : 388 - 392
  • [28] A Color Based Image Segmentation and its Application to Text Segmentation
    Roy, Anandarup
    Parui, Swapan Kumar
    Paul, Amitav
    Roy, Utpal
    SIXTH INDIAN CONFERENCE ON COMPUTER VISION, GRAPHICS & IMAGE PROCESSING ICVGIP 2008, 2008, : 313 - +
  • [29] Color Hand Gesture Segmentation for Images with Complex Background
    Babu, Avinash D.
    Ghosh, Dipak Kumar
    Ari, Samit
    PROCEEDINGS OF 2013 INTERNATIONAL CONFERENCE ON CIRCUITS, POWER AND COMPUTING TECHNOLOGIES (ICCPCT 2013), 2013, : 1127 - 1131
  • [30] Adaptive Clustering Segmentation Based on Pixel Color
    Hua, Ji-zhao
    Wang, Jian-guo
    PROCEEDINGS OF THE 2009 CHINESE CONFERENCE ON PATTERN RECOGNITION AND THE FIRST CJK JOINT WORKSHOP ON PATTERN RECOGNITION, VOLS 1 AND 2, 2009, : 354 - +
12345