Directional multiscale representations and applications in digital neuron reconstruction

被引:3
|
作者
Kayasandik, Cihan [2 ]
Guo, Kanghui [1 ]
Labate, Demetrio [2 ]
机构
[1] Missouri State Univ, Dept Math, Springfield, MO USA
[2] Univ Houston, Dept Math, Houston, TX 77204 USA
基金
美国国家科学基金会;
关键词
Fluorescent microscopy; Multiscale analysis; Neuron profiling; Neuron reconstruction; Sparse representations; Wavelets; MORPHOLOGY; IMAGES; ALGORITHMS; FRAMES;
D O I
10.1016/j.cam.2018.09.003
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Recent advances in the field of multiscale representations have spurred the emergence of a new generation of powerful techniques for the efficient analysis of images and other multidimensional data. These novel techniques enable the quantification of essential geometric characteristics in complex imaging data resulting in improved algorithms for image restoration, feature extraction and classification. We discuss the application of these ideas in neuroscience imaging and describe a novel method for the accurate and efficient identification of cellular bodies of neurons in multicellular images. This method is instrumental to the design of a novel algorithm for neuronal tracing. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:482 / 493
页数:12
相关论文
共 50 条
  • [1] Efficient Processing of Fluorescence Images Using Directional Multiscale Representations
    Labate, D.
    Laezza, F.
    Negi, P.
    Ozcan, B.
    Papadakis, M.
    MATHEMATICAL MODELLING OF NATURAL PHENOMENA, 2014, 9 (05) : 177 - 193
  • [2] Detection of Singularities by Discrete Multiscale Directional Representations
    Guo, Kanghui
    Labate, Demetrio
    JOURNAL OF GEOMETRIC ANALYSIS, 2018, 28 (03) : 2102 - 2128
  • [3] Detection of Singularities by Discrete Multiscale Directional Representations
    Kanghui Guo
    Demetrio Labate
    The Journal of Geometric Analysis, 2018, 28 : 2102 - 2128
  • [4] A panorama on multiscale geometric representations, intertwining spatial, directional and frequency selectivity
    Jacques, Laurent
    Duval, Laurent
    Chaux, Caroline
    Peyre, Gabriel
    SIGNAL PROCESSING, 2011, 91 (12) : 2699 - 2730
  • [5] Microlocal analysis of edge flatness through directional multiscale representations
    Guo, Kanghui
    Labate, Demetrio
    ADVANCES IN COMPUTATIONAL MATHEMATICS, 2017, 43 (02) : 295 - 318
  • [6] Microlocal analysis of edge flatness through directional multiscale representations
    Kanghui Guo
    Demetrio Labate
    Advances in Computational Mathematics, 2017, 43 : 295 - 318
  • [7] Anisotropic path searching for automatic neuron reconstruction
    Xie, Jun
    Zhao, Ting
    Lee, Tzumin
    Myers, Eugene
    Peng, Hanchuan
    MEDICAL IMAGE ANALYSIS, 2011, 15 (05) : 680 - 689
  • [8] An Overview of Advances of Tools in Neuron Reconstruction
    Li Shi-Wei
    Quan Ting-Wei
    Zhou Hang
    Li An-An
    Fu Ling
    Gong Hui
    Luo Qing-Ming
    Zeng Shao-Qun
    PROGRESS IN BIOCHEMISTRY AND BIOPHYSICS, 2019, 46 (03) : 266 - 275
  • [9] Explicit schemes in seismic migration and isotropic multiscale representations
    Jain, S.
    Papadakis, M.
    Dussaud, E.
    RADON TRANSFORMS, GEOMETRY, AND WAVELETS, 2008, 464 : 177 - +
  • [10] A hierarchically annotated dataset drives tangled filament recognition in digital neuron reconstruction
    Chen, Wu
    Liao, Mingwei
    Bao, Shengda
    An, Sile
    Li, Wenwei
    Liu, Xin
    Huang, Ganghua
    Gong, Hui
    Luo, Qingming
    Xiao, Chi
    Li, Anan
    PATTERNS, 2024, 5 (08):