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Authors: Artem Kruglov and Yuriy V. Chiryshev

Affiliation: Ural State University named after the first President of Russia B. N. Yeltsin, Russian Federation

Keyword(s): Image Processing, Boundary Detection, Hough Transform, Regression Analysis, Integral Projection.

Related Ontology Subjects/Areas/Topics: Computer and Microprocessor-Based Control ; Computer Vision, Visualization and Computer Graphics ; Control and Supervision Systems ; Engineering Applications ; Image and Video Analysis ; Image Processing ; Industrial Networks and Automation ; Informatics in Control, Automation and Robotics ; Intelligent Control Systems and Optimization ; Real-Time Systems Control ; Robotics and Automation ; Signal Processing, Sensors, Systems Modeling and Control ; Time-Frequency Analysis ; Vision, Recognition and Reconstruction

Abstract: The scrutiny of boundaries isolation methods is presented in this paper. The newly developed algorithms, based on regression analysis and integral projection are compared with Hough transform in order to analyze their effectiveness for the specific problem of moving logs control. The comparative analysis of the methods was carried out on the database of images obtained from video sequence of real industrial process by the criteria of accuracy and operation speed. Results of the test show that the line-by-line scanning method with posterior LOWESS regression analysis has the best accuracy. However, the best appropriate for the implementation in the real-time control systems based on machine vision technology is consecutive line selection method due to its reasonable accuracy and impressive performance.

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Paper citation in several formats:
Kruglov, A. and V. Chiryshev, Y. (2015). Comparative Analysis of Methods for the Log Boundaries Isolation. In Proceedings of the 12th International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO; ISBN 978-989-758-123-6; ISSN 2184-2809, SciTePress, pages 357-361. DOI: 10.5220/0005552703570361

@conference{icinco15,
author={Artem Kruglov. and Yuriy {V. Chiryshev}.},
title={Comparative Analysis of Methods for the Log Boundaries Isolation},
booktitle={Proceedings of the 12th International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO},
year={2015},
pages={357-361},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005552703570361},
isbn={978-989-758-123-6},
issn={2184-2809},
}

TY - CONF

JO - Proceedings of the 12th International Conference on Informatics in Control, Automation and Robotics - Volume 2: ICINCO
TI - Comparative Analysis of Methods for the Log Boundaries Isolation
SN - 978-989-758-123-6
IS - 2184-2809
AU - Kruglov, A.
AU - V. Chiryshev, Y.
PY - 2015
SP - 357
EP - 361
DO - 10.5220/0005552703570361
PB - SciTePress