Comparative Analysis of Methods for the Log Boundaries Isolation

Artem Kruglov, Yuriy V. Chiryshev

2015

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.

References

  1. Rafael C. Gonzalez, Richard E. Woods, Digital image processing, Prentice Hall, 3rd Edition, 2007.
  2. David A. Forsyth, Jean Ponce, Computer Vision: A Modern Approach, Prentice Hall, 2003.
  3. Cleveland, W.S. “Robust Locally Weighted Regression and Smoothing Scatterplots,” Journal of the American Statistical Association, 1979.
  4. Julius S. Bendat, Allan G. Piersol, Random Data: Analysis and Measurement Procedures, Mathematics, 1993.
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Paper Citation


in Harvard Style

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, pages 357-361. DOI: 10.5220/0005552703570361


in Bibtex Style

@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},
}


in EndNote Style

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
AU - Kruglov A.
AU - V. Chiryshev Y.
PY - 2015
SP - 357
EP - 361
DO - 10.5220/0005552703570361