Color and multiscale texture features from vectorial mathematical morphology

被引:7
|
作者
Ledoux, A. [1 ]
Richard, N. [1 ]
机构
[1] Univ Poitiers, XLIM SIC JUR CNRS 7252, Bat SP2MI,Bd Marie & Pierre Curie,Teleport 2, F-86962 Futuroscope, France
关键词
Color image; Texture features; Vector information; Perceptual distance;
D O I
10.1007/s11760-015-0759-3
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we explore an original way to compute texture features for color images in a vector process. Using a dedicated approach for color ordering, we produce a complete framework for color mathematical morphology adapted to human visual system characteristics. Then, morphological multiscale texture features are defined. To understand the texture feature behavior, we present the feature response to basic images variations. Finally, we compare the texture feature performance in front of a classical classification task using Outex database.
引用
收藏
页码:431 / 438
页数:8
相关论文
共 50 条
  • [1] Color and multiscale texture features from vectorial mathematical morphology
    A. Ledoux
    N. Richard
    [J]. Signal, Image and Video Processing, 2016, 10 : 431 - 438
  • [2] A multiscale representation including opponent color features for texture recognition
    Jain, A
    Healey, G
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 1998, 7 (01) : 124 - 128
  • [3] Color texture morphology
    Tari, S
    [J]. PROCEEDINGS OF THE IEEE-EURASIP WORKSHOP ON NONLINEAR SIGNAL AND IMAGE PROCESSING (NSIP'99), 1999, : 872 - 875
  • [4] Semiautomated image segmentation of bone marrow biopsies by texture features and mathematical morphology
    Meschino, GJ
    Moler, E
    [J]. ANALYTICAL AND QUANTITATIVE CYTOLOGY AND HISTOLOGY, 2004, 26 (01): : 31 - 38
  • [5] Multiscale color and texture invariants for image recognition
    Wanderley, JFC
    Fisher, MH
    [J]. 2001 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL I, PROCEEDINGS, 2001, : 862 - 865
  • [6] Combining fine texture and coarse color features for color texture classification
    Wang, Junmin
    Fan, Yangyu
    Li, Ning
    [J]. JOURNAL OF ELECTRONIC IMAGING, 2017, 26 (06)
  • [7] Automatic classification of skin lesions using color mathematical morphology-based texture descriptors
    Gonzalez-Castro, Victor
    Debayle, Johan
    Wazaefi, Yanal
    Rahim, Mehdi
    Gaudy-Marqueste, Caroline
    Grob, Jean-Jacques
    Fertil, Bernard
    [J]. TWELFTH INTERNATIONAL CONFERENCE ON QUALITY CONTROL BY ARTIFICIAL VISION, 2015, 9534
  • [8] Texture segmentation using multiscale Hurst features
    Kaplan, LM
    Murenzi, R
    [J]. INTERNATIONAL CONFERENCE ON IMAGE PROCESSING - PROCEEDINGS, VOL III, 1997, : 205 - 208
  • [9] TEXTURE CLASSIFICATION USING COLOR LOCAL TEXTURE FEATURES
    Arivazhagan, S.
    Benitta, R.
    [J]. INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, IMAGE PROCESSING AND PATTERN RECOGNITION (ICSIPR 2013), 2013, : 220 - 223
  • [10] COLOR MULTISCALE TEXTURE CLASSIFICATION OF HYSTEROSCOPY IMAGES OF THE ENDOMETRIUM
    Neofytou, M. S.
    Tanos, V.
    Pattichis, M. S.
    Kyriacou, E. C.
    Pattichis, C. S.
    Schizas, C. N.
    [J]. 2008 30TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-8, 2008, : 1226 - +