Topological median filters

被引:58
作者
Senel, HG [1 ]
Peters, RA
Dawant, B
机构
[1] Anadolu Univ, Dept Elect Engn, TR-26470 Eskisehir, Turkey
[2] Vanderbilt Univ, Sch Engn, Dept Elect Engn & Comp Sci, Nashville, TN 37235 USA
关键词
connectedness; edge detection; fuzzy topology; median filters; noise reduction;
D O I
10.1109/83.982817
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper describes the definition and testing of a new type of median filter for images. The topological median filter implements some existing ideas and some new ideas on fuzzy connectedness to improve, over a conventional median filter, the extraction of edges in noise. The concept of alpha-connectivity is defined and used to create an algorithm for computing the degree of connectedness of a pixel to all the other pixels in an arbitrary neighborhood. The resulting connectivity map of the neighborhood effectively disconnects peaks in the neighborhood that are separated from the center pixel by a valley in the brightness topology. The median of the connectivity map is an estimate of the median of the peak or plateau to which the center pixel belongs. Unlike the conventional median filter, the topological median is relatively unaffected by disconnected features in the neighborhood of the center pixel. Four topological median filters are defined. Qualitative and statistical analyses of the four filters are presented. It is demonstrated that edge detection can be more accurate on topologically median filtered images than on conventionally median filtered images.
引用
收藏
页码:89 / 104
页数:16
相关论文
共 23 条
  • [1] A GENERALIZATION OF MEDIAN FILTERING USING LINEAR-COMBINATIONS OF ORDER-STATISTICS
    BOVIK, AC
    HUANG, TS
    MUNSON, DC
    [J]. IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1983, 31 (06): : 1342 - 1350
  • [2] THE EFFECT OF MEDIAN FILTERING ON EDGE ESTIMATION AND DETECTION
    BOVIK, AC
    HUANG, TS
    MUNSON, DC
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1987, 9 (02) : 181 - 194
  • [3] CANNY JF, 1986, PAMI, V8, P6, DOI DOI 10.1109/TPAMI.1986.4767851
  • [4] PARALLEL SHRINKING ALGORITHMS USING 2-SUBFIELDS APPROACHES
    GOKMEN, M
    HALL, RW
    [J]. COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1990, 52 (02): : 191 - 209
  • [5] FAST SURFACE TRACKING IN 3-DIMENSIONAL BINARY IMAGES
    GORDON, D
    UDUPA, JK
    [J]. COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1989, 45 (02): : 196 - 214
  • [6] A robust visual method for assessing the relative performance of edge-detection algorithms
    Heath, MD
    Sarkar, S
    Sanocki, T
    Bowyer, KW
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (12) : 1338 - 1359
  • [7] ADAPTIVE MEDIAN FILTERS - NEW ALGORITHMS AND RESULTS
    HWANG, H
    HADDAD, RA
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 1995, 4 (04) : 499 - 502
  • [8] DIGITAL-TOPOLOGY - INTRODUCTION AND SURVEY
    KONG, TY
    ROSENFELD, A
    [J]. COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1989, 48 (03): : 357 - 393
  • [9] ON 2ND MOMENT PROPERTIES OF MEDIAN FILTERED SEQUENCES OF INDEPENDENT DATA
    KUHLMANN, F
    WISE, GL
    [J]. IEEE TRANSACTIONS ON COMMUNICATIONS, 1981, 29 (09) : 1374 - 1379
  • [10] LEE CN, 1993, CVGIP-GRAPH MODEL IM, V55, P20, DOI 10.1006/cgip.1993.1002