A Statistical Model for Histogram Refinement

被引：0
|
作者：
Bouguila, Nizar [1 ]
ElGuebaly, Walid [1 ]
机构：
[1] Concordia Univ, CIISE, Montreal, PQ, Canada
来源：
ARTIFICIAL NEURAL NETWORKS - ICANN 2008, PT I | 2008年 / 5163卷
关键词：
DIRICHLET MIXTURE MODEL; UNSUPERVISED SELECTION;
D O I：
暂无
中图分类号：
TP301 [理论、方法];
学科分类号：
081202 ;
摘要：
Color histograms have been widely used successfully in many computer vision and image processing applications. However, they do not include any spatial information. In this paper, we propose a statistical model to integrate both color and spatial information. Our model is based on finite multiple-Beta-Bernoulli mixtures. The results show that our model achieves good performance in a specific image classification problem (city vs. landscape).
引用
收藏
页码：837 / 846
页数：10
相关论文
共 50 条
  • [31] Learnable Histogram: Statistical Context Features for Deep Neural Networks
    Wang, Zhe
    Li, Hongsheng
    Ouyang, Wanli
    Wang, Xiaogang
    COMPUTER VISION - ECCV 2016, PT I, 2016, 9905 : 246 - 262
  • [32] Histogram Equalization Detection Based on Statistical Features in Digital Image
    Bi X.-L.
    Qiu Y.-M.
    Xiao B.
    Li W.-S.
    Ma J.-F.
    Jisuanji Xuebao/Chinese Journal of Computers, 2021, 44 (02): : 292 - 303
  • [33] Identification of Skin Tumours using Statistical and Histogram Based Features
    Thamizhvani, T. R.
    Hemalatha, R. J.
    Babu, Bincy
    Dhivya, A. Josephin Arockia
    Joseph, Josline Elsa
    Chandrasekaran, R.
    JOURNAL OF CLINICAL AND DIAGNOSTIC RESEARCH, 2018, 12 (09) : LC11 - LC15
  • [34] Lossless Data Embedding Using Generalized Statistical Quantity Histogram
    Gao, Xinbo
    An, Lingling
    Yuan, Yuan
    Tao, Dacheng
    Li, Xuelong
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2011, 21 (08) : 1061 - 1070
  • [35] Deductive Model Refinement
    Smith, Douglas R.
    Nedunuri, Srinivas
    NASA FORMAL METHODS, NFM 2024, 2024, 14627 : 147 - 165
  • [36] Refinement without a model
    Agirre, Jon
    Cowtan, Kevin
    ACTA CRYSTALLOGRAPHICA A-FOUNDATION AND ADVANCES, 2016, 72 : S21 - S21
  • [37] Model refinement of quasicrystals
    Wolny, Janusz
    Buganski, Ireneusz
    Strzalka, Radoslaw
    CRYSTALLOGRAPHY REVIEWS, 2018, 24 (01) : 22 - 64
  • [38] REFINEMENT OF THE UNIFORM MODEL
    HAFNER, EM
    PHYSICAL REVIEW, 1954, 95 (02): : 604 - 605
  • [39] Model evolution and refinement
    Ruhroth, Thomas
    Wehrheim, Heike
    SCIENCE OF COMPUTER PROGRAMMING, 2012, 77 (03) : 270 - 289
  • [40] Synthesis and infeasibility analysis for stochastic models of biochemical systems using statistical model checking and abstraction refinement
    Jha, Sumit Kumar
    Langmead, Christopher James
    THEORETICAL COMPUTER SCIENCE, 2011, 412 (21) : 2162 - 2187
12345