Fractal capacity dimension of three-dimensional histogram from color images

被引:12
|
作者
Chauveau, Julien [1 ]
Rousseau, David [1 ]
Chapeau-Blondeau, Francois [1 ]
机构
[1] Univ Angers, LISA, F-49000 Angers, France
关键词
Color images; Three-dimensional histogram; Scaling; Fractal dimension; Multicomponent images; CLASSIFICATION; STATISTICS;
D O I
10.1007/s11045-009-0097-0
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
To contribute to the important task of characterizing the complex multidimensional structure of natural images, a fractal characterization is proposed for the colorimetric organization of natural color images. This is realized from their three-dimensional RGB color histogram, by applying a box-counting procedure to assess the dimensionality of its support. Regular scaling emerges, almost linear over the whole range of accessible scales, and with non-integer slope in log-log allowing the definition of a capacity dimension for the histogram. This manifests a fractal colorimetric organization with a self-similar structure of the color palette typically composing natural images. Such a fractal characterization complements other previously known fractal properties of natural images, some reported recently in their colorimetric organization, and others reported more classically in their spatial organization. Such fractal multiscale features uncovered in natural images provide helpful clues relevant to image modeling, processing and visual perception.
引用
收藏
页码:197 / 211
页数:15
相关论文
共 50 条
  • [31] Fractal dimension of trabecular bone projection texture is related to three-dimensional microarchitecture
    Pothuaud, L
    Benhamou, CL
    Porion, P
    Lespessailles, E
    Harba, R
    Levitz, P
    JOURNAL OF BONE AND MINERAL RESEARCH, 2000, 15 (04) : 691 - 699
  • [32] Modeling of three-dimensional groundwater flow using the method to calculate fractal dimension
    Bohyun Chon
    Yong-Suk Choi
    Korean Journal of Chemical Engineering, 2001, 18 : 382 - 386
  • [33] A New Three-dimensional Fractal Dimension Model to Describe the Complexity of Concrete Pores
    Liu, Haonan
    Xie, Zhao
    Yu, Ruixue
    Zhang, Ning
    JOURNAL OF ADVANCED CONCRETE TECHNOLOGY, 2022, 20 (03) : 127 - 138
  • [34] FRACTAL DIMENSION IMAGES FROM SAR IMAGES
    Riccio, Daniele
    Di Martino, Gerardo
    Iodice, Antonio
    Ruello, Giuseppe
    Zinno, Ivana
    2014 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2014, : 106 - 110
  • [35] An Intrinsically Three-Dimensional Fractal
    Fernandez-Guasti, M.
    INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2014, 24 (06):
  • [36] Three dimensional histogram technique for IKONOS images
    Kudoh, J
    Nakamura, T
    Shikano, S
    Kikuchi, E
    IGARSS 2003: IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS I - VII, PROCEEDINGS: LEARNING FROM EARTH'S SHAPES AND SIZES, 2003, : 3474 - 3476
  • [37] Three-dimensional reconstruction of mitral eccentric regurgitation from color Doppler flow images
    Liu, Q
    Wang, LJ
    Wang, TF
    Zheng, CQ
    Zheng, Y
    THIRD INTERNATIONAL SYMPOSIUM ON MULTISPECTRAL IMAGE PROCESSING AND PATTERN RECOGNITION, PTS 1 AND 2, 2003, 5286 : 199 - 202
  • [38] Automated Recovery of Three-Dimensional Models of Plant Shoots from Multiple Color Images
    Pound, Michael P.
    French, Andrew P.
    Murchie, Erik H.
    Pridmore, Tony P.
    PLANT PHYSIOLOGY, 2014, 166 (04) : 1688 - U801
  • [39] FRACTAL DIMENSION ESTIMATION OF RGB COLOR IMAGES USING MAXIMUM COLOR DISTANCE
    Zhao, Xin
    Wang, Xingyuan
    FRACTALS-COMPLEX GEOMETRY PATTERNS AND SCALING IN NATURE AND SOCIETY, 2016, 24 (04)
  • [40] Fractal dimension of synthesized and natural color images in Lab space
    Panigrahy, Chinmaya
    Seal, Ayan
    Mahato, Nihar Kumar
    PATTERN ANALYSIS AND APPLICATIONS, 2020, 23 (02) : 819 - 836