A comparative study of texture measures with classification based on feature distributions

被引：4620
作者：
Ojala, T
Pietikainen, M
Harwood, D
机构：
[1] UNIV OULU,DEPT ELECT ENGN,SF-90570 OULU,FINLAND
[2] UNIV MARYLAND,CTR AUTOMAT RES,COLLEGE PK,MD 20742
来源：
PATTERN RECOGNITION | 1996年 / 29卷 / 01期
基金：
芬兰科学院;
关键词：
texture analysis; classification; feature distribution; Brodatz textures; Kullback discriminant; performance evaluation;
D O I：
10.1016/0031-3203(95)00067-4
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 evaluates the performance both of some texture measures which have been successfully used in various applications and of some new promising approaches proposed recently. For classification a method based on Kullback discrimination of sample and prototype distributions is used. The classification results for single features with one-dimensional feature value distributions and for pairs of complementary features with two-dimensional distributions are presented.
引用
收藏
页码：51 / 59
页数：9
相关论文
共 15 条
  • [1] [Anonymous], 940 U SO CAL IM PROC
  • [2] Brodatz P, 1966, TEXTURES PHOTOGRAPHI
  • [3] TEXTURE FEATURE PERFORMANCE FOR IMAGE SEGMENTATION
    DUBUF, JMH
    KARDAN, M
    SPANN, M
    [J]. PATTERN RECOGNITION, 1990, 23 (3-4) : 291 - 309
  • [4] Haralick R. M., 1992, COMPUTER ROBOT VISIO, V1
  • [5] TEXTURE CLASSIFICATION BY CENTER-SYMMETRICAL AUTOCORRELATION, USING KULLBACK DISCRIMINATION OF DISTRIBUTIONS
    HARWOOD, D
    OJALA, T
    PIETIKAINEN, M
    KELMAN, S
    DAVIS, L
    [J]. PATTERN RECOGNITION LETTERS, 1995, 16 (01) : 1 - 10
  • [6] KULLBACK S, 1968, INFORMATION THEORY S
  • [7] PERFORMANCE EVALUATION FOR 4 CLASSES OF TEXTURAL FEATURES
    OHANIAN, PP
    DUBES, RC
    [J]. PATTERN RECOGNITION, 1992, 25 (08) : 819 - 833
  • [8] EXPERIMENTS WITH TEXTURE CLASSIFICATION USING AVERAGES OF LOCAL PATTERN MATCHES
    PIETIKAINEN, M
    ROSENFELD, A
    DAVIS, LS
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1983, 13 (03): : 421 - 426
  • [9] PIETIKAINEN M, 1994, SPIE, V2354, P197
  • [10] FEATURE FREQUENCY MATRICES AS TEXTURE IMAGE REPRESENTATION
    SHEN, HC
    BIE, CYC
    [J]. PATTERN RECOGNITION LETTERS, 1992, 13 (03) : 195 - 205
12