Directional processing of color images: Theory and experimental results

被引:205
作者
Trahanias, PE
Karakos, D
Venetsanopoulos, AN
机构
[1] UNIV CRETE,DEPT COMP SCI,IRAKLION,CRETE,GREECE
[2] UNIV TORONTO,DEPT ELECT & COMP ENGN,TORONTO,ON M5S 1A4,CANADA
关键词
D O I
10.1109/83.503905
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The processing of color image data using directional information is studied in this paper. The class of vector directional filters (VDF), which was introduced by the authors in a previous work, is further considered, The analogy of VDF to the spherical median is shown, and their relation to the spatial median is examined, Moreover, their statistical and deterministic properties are studied, which demonstrate their appropriateness in image processing, VDF result in optimal estimates of the image vectors in the directional sense; this is very important in the case of color images, where the vectors' direction signifies the chromaticity of a given color. Issues regarding the practical implementation of VDF are also considered, In addition, efficient filtering schemes based on VDF are proposed, which include adaptive and/or double-window structures. Experimental and comparative results in image filtering show very good performance measures when the error is measured in the L*a*b* space, L*a*b* is known as a space where equal color differences result in equal distances, and therefore, it is very close to the human perception of colors, Moreover, an indication of the chromaticity error is obtained by measuring the error on the Maxwell triangle; the results demonstrate that VDF are very accurate chromaticity estimators.
引用
收藏
页码:868 / 880
页数:13
相关论文
共 30 条
  • [1] DETAIL-PRESERVING RANKED-ORDER BASED FILTERS FOR IMAGE-PROCESSING
    ARCE, GR
    FOSTER, RE
    [J]. IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1989, 37 (01): : 83 - 98
  • [2] VECTOR MEDIAN FILTERS
    ASTOLA, J
    HAAVISTO, P
    NEUVO, Y
    [J]. PROCEEDINGS OF THE IEEE, 1990, 78 (04) : 678 - 689
  • [3] ORDERING OF MULTIVARIATE DATA
    BARNETT, V
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, 1976, 139 : 318 - 354
  • [4] BESCOS J, 1980, APPL OPTICS, V19, P3869, DOI 10.1364/AO.19.003869
  • [5] BROWN BM, 1983, J ROY STAT SOC B MET, V45, P25
  • [6] EDGE-DETECTION IN MULTISPECTRAL IMAGES
    CUMANI, A
    [J]. CVGIP-GRAPHICAL MODELS AND IMAGE PROCESSING, 1991, 53 (01): : 40 - 51
  • [7] FISHER NI, 1985, J ROY STAT SOC B MET, V47, P342
  • [8] AN OVERVIEW OF MEDIAN AND STACK FILTERING
    GABBOUJ, M
    COYLE, EJ
    GALLAGHER, NC
    [J]. CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 1992, 11 (01) : 7 - 45
  • [9] LEAST-SQUARES RESTORATION OF MULTICHANNEL IMAGES
    GALATSANOS, NP
    KATSAGGELOS, AK
    CHIN, RT
    HILLERY, AD
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1991, 39 (10) : 2222 - 2236
  • [10] RESTORATION OF COLOR IMAGES BY MULTICHANNEL KALMAN FILTERING
    GALATSANOS, NP
    CHIN, RT
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1991, 39 (10) : 2237 - 2252