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3-D Granulometry Using Image Processing

delete2019-03-01
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OA
AI
R
Ruggero Donida Labati
A
Angelo Genovese *
E
Enrique Muñoz
V
Vincenzo Piuri
F
Fabio Scotti
DOI:10.1109/TII.2018.2856466delete
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摘要

摘要

En 中文
Image-based methods for estimating the particle size distribution (granulometry) usually analyze two-dimensional (2-D) samples of particles disposed on a conveyor belt. Such approaches have to deal with occlusions and cannot evaluate the thickness of each particle. Three-dimensional (3-D) vision systems can reduce the acquisition constraints and speed up the quality control process. This paper proposes a novel 3-D vision system for analyzing the granulometry of falling particles. The system is designed to work in real time and to compute a partial 3-D reconstruction of the particle from a single pair of two-view images, which is then enhanced by using a neural-based technique. The validation of the proposed approach has been performed by considering three application scenarios for which the system achieved satisfactory accuracy and robustness.
Keyword:
Falling particles
granulometry
image processing
3-D reconstruction
AI总结

AI总结

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期刊

IEEE Transactions on Industrial Informatics 封面图
IEEE Transactions on Industrial Informatics
IF:
9.9
论文数:
8.3K
被引数:
6.0W

机构

U
University of Milan
学者数:
5.1W
论文数: 3.9W
被引数: 5.0W
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