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http://dx.doi.org/10.6109/jkiice.2017.21.7.1429

Automatic Defect Inspection with Adaptive Binarization and Bresenham's Algorithm for Spectacle Lens Products  

Kim, Kwang Baek (Division of Computer Software Engineering, Silla University)
Song, Dong Heon (Department of Computer Games, SongDam College)
Publication Information
Journal of the Korea Institute of Information and Communication Engineering / v.21, no.7, 2017 , pp. 1429-1434 More about this Journal
Abstract
In automatic defect detection problem for spectacle lenses, it is important to extract lens area accurately. Many existing detection methods fail to do it due to insufficient minute noise removal. In this paper, we propose an automatic defect detection method using Bresenham algorithm and adaptive binarization strategy. After usual average binarization, we apply Bresenham algorithm that has the power in extracting ellipse shape from image. Then, adaptive binarization strategy is applied to the critical minute noise removal inside the lens area. After noise removal, We can also compute the influence factor of the defect based on the fuzzy logic with two membership functions such as the size of the defect and the distance of the defect from the center of the lens. In experiment, our method successfully extracts defects in 10 out of 12 example images that include CHEMI, MID, HL, HM type lenses.
Keywords
Adaptive binarization; Median filter; Background removal; Defect inspection;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
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1 J. H. Kim, J. S. Hong, H. J. Lee, "A Research on the Actual Condition of Wearing Progressive addition Lens in accordance with the Occupations and Refractive State of Presbyopia," The Korean Society of Vision Science, vol. 11, no. 2, pp. 93-104, Jun. 2009.
2 W. J. Lee, "A Study on DLC Hard Coating in Ocular Lens (CR - 39)," Journal of Korean Ophthalmic Optics Society, vol. 6, no. 1, pp. 87-91, Jun. 2001.
3 K. B.Kim, D. H. Song, Y. W. Woo, "Fuzzy Scratch Inspection of Sight-Corrective Spectacle Lenses," International Journal of Multimedia and Ubiquitous Engineering, vol. 9, no. 3, pp. 1-10, Mar. 2014.
4 K. B. Kim, H. J. Park, D. H. Song, "Vision-based Crack Identification on the Concrete Slab Surface using Fuzzy Reasoning Rules and Self-Organizing," International Journal of Electrical and Computer Engineering, vol.6, no.4, pp. 1577-1586, Aug. 2016.
5 F. L. Gaol, "Bresenham Algorithm: Implementation and Analysis in Raster Shape," JOURNAL OF COMPUTERS, vol. 8, no. 1, pp. 69-78, Jan. 2013.
6 J. H. Joo, J. S. Oh, "An Adaptive Binarization Algorithm for Degraded Document Images," Journal of Communications and Networks, vol. 37, no. 7, pp. 581-585, Jul, 2012.
7 S. H. Jung, H. S. Kim, "The Study for Pupil Position in the Eye size After Glasses," The Korean Society of Vision Science, vol. 11, no. 4, pp. 285-291, Dec. 2009.