Algorithm for segmentation of documents based on texture features

被引:16
|
作者
Vil'kin A.M. [1 ]
Safonov I.V. [1 ]
Egorova M.A. [1 ]
机构
[1] National Research Nuclear University MEPhI, Kashirskoe sh. 31, Moscow
关键词
feature extraction; segmentation; supervised learning;
D O I
10.1134/S1054661813010136
中图分类号
学科分类号
摘要
The ascending approach to segmentation of scanned documents in the area of background, text, and photographs is considered. In the first stage, the image is divided into blocks. For each block, a series of texture features is calculated. On the basis of these features, the type of the block is determined. Various positions and sizes of blocks, 26 texture features, and 4 algorithms of classification of blocks were considered. In the second stage, the type of block was corrected on the basis of the analysis of neighboring regions. For estimating the results, the error matrix and the ICDAR 2007 criterion are used. © 2013 Pleiades Publishing, Ltd.
引用
收藏
页码:153 / 159
页数:6
相关论文
共 50 条
  • [1] Robustness Assessment of Texture Features for the Segmentation of Ancient Documents
    Mehri, Maroua
    Van Cuong Kieu
    Mhiri, Mohamed
    Heroux, Pierre
    Gomez-Kraemer, Petra
    Mahjoub, Mohamed Ali
    Mullot, Remy
    2014 11TH IAPR INTERNATIONAL WORKSHOP ON DOCUMENT ANALYSIS SYSTEMS (DAS 2014), 2014, : 293 - 297
  • [2] Unsupervised Texture Segmentation Algorithm Based on Novel Scale Exponent Features
    Lenskiy, Artem
    ADVANCED INTELLIGENT COMPUTING THEORIES AND APPLICATIONS: WITH ASPECTS OF ARTIFICIAL INTELLIGENCE, 2012, 6839 : 509 - 515
  • [3] Segmentation of document images based on texture features
    Allier, B
    Emptoz, H
    PROCEEDINGS OF THE FOURTH IASTED INTERNATIONAL CONFERENCE ON VISUALIZATION, IMAGING, AND IMAGE PROCESSING, 2004, : 447 - 452
  • [4] Texture features and segmentation based on multifractal approach
    Abadi, Mohamed
    Grandchamp, Enguerran
    PROGRESS IN PATTERN RECOGNITION, IMAGE ANALYSIS AND APPLICATIONS, PROCEEDINGS, 2006, 4225 : 297 - +
  • [5] An Segmentation Algorithm of Texture Image Based on DWT
    Huan, Zhengliang
    Hou, Yingkun
    ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 5, PROCEEDINGS, 2008, : 433 - 436
  • [6] Echocardiogram segmentation algorithm based on texture feature
    Wang, Yong
    Lu, Yang-Sheng
    Xing, Zhan-Feng
    Zhou, Zhong-Xing
    Moshi Shibie yu Rengong Zhineng/Pattern Recognition and Artificial Intelligence, 2005, 18 (04): : 474 - 479
  • [7] Texture segmentation algorithm based on Gabor filter
    Liu, H
    Tan, Z
    Zhou, J
    ICSP '96 - 1996 3RD INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, PROCEEDINGS, VOLS I AND II, 1996, : 938 - 941
  • [8] An Adaptive Foreground Segmentation based on Texture and Intensity Features
    Tsai Tsung-Han
    Zheng Chun-Sheng
    2024 11TH INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS-TAIWAN, ICCE-TAIWAN 2024, 2024, : 29 - 30
  • [9] Color fabric image segmentation based on texture features
    Yang, Y. (lucky_yiyang@qq.com), 1600, Advanced Institute of Convergence Information Technology (04):
  • [10] ESVC-based extraction and segmentation of texture features
    Yang, Jingan
    Zhuang, Yanbin
    Wu, Feng
    COMPUTERS & GEOSCIENCES, 2012, 49 : 238 - 247