A Three-Dimensional Self-Organizing Neural Network Architecture For Three-Dimensional Object Extraction From A Noisy Perspective

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作者
Dasgupta, Kousik [1 ]
Bhattacharyya, Siddhartha [2 ]
Dutta, Paramartha [3 ]
机构
[1] Kalyani Govt Engn Coll, Dept Comp Sci & Engn, Kalyani 741235, W Bengal, India
[2] Univ Burdwan, Inst Technol, Dept Comp Sci Informat Technol, Burdwan 713104,, W Bengal, India
[3] Visva Bharati Univ, Dept Comp & Syst Sci, Santini Ketan 731235, W Bengal, India
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中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Processing of three-dimensional image data for quality enhancement, segmentation and analysis is a challenging proposition due to the enormity of the underlying data content as well due to the inadequacy of data description standards. Extraction of objects from 3-dimensional image information is no exception. In this article, a novel three-dimensional neural network architecture is presented for faithful extraction of 3-dimensional objects from a noisy perspective. The proposed network architecture operates in a self-supervised mode assisted by fuzzy measures. Results of application of the proposed architecture are demonstrated on several synthetic and real life three-dimensional binary voxelized images. The efficacy of the architecture in different types of noises indicates encouraging avenues.
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页码:141 / +
页数:3
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