Araştırma Makalesi

RECOGNITION OF IRREGULARLY SHAPED WORDS BY USING FRACTAL DIMENSION

Cilt: 8 Sayı: 2 29 Aralık 2018
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RECOGNITION OF IRREGULARLY SHAPED WORDS BY USING FRACTAL DIMENSION

Öz

Nowadays, optical character recognition technology is not so advanced as to compete with human perception ability. Parameters such as scene complexity, irregular lighting conditions, skewness, blur and distortion, aspect ratios, perspective impairment, fonts, multilingual environments negatively affect the success of the optical character recognition technology. The aim of this article is to create an algorithm that can resolve irregular words whose characters' scales and rotations are modified. In the algorithm, fractal dimension tool, a fast and stable recognition method, is used. From this viewpoint it is desired to make optical character recognition technology closer to human perception. In order to analyze the algorithm, fractal dimension and image compression data of big, and small alphabetic characters in the tahoma font were recorded in the database. Then, using these characters, irregular word images were obtained. These images, were analyzed by the algorithm built in matlab program and the results were obtained.

Anahtar Kelimeler

Kaynakça

  1. Hamad K.A., Kaya M., A Detailed Analysis of Optical Character Recognition Technology, International Journal of Applied Mathematics, Electronics and Computers, 4 (Special Issue) ( 2016), pp.244-249, ISSN: 2147-82282147.
  2. Hamad K.A., Kaya M., A Detailed Analysis of Optical Character Recognition Technology, International Journal of Applied Mathematics, Electronics and Computers, 4 (Special Issue) ( 2016), pp.244-249, ISSN: 2147-82282147.
  3. Vamvakas G., Gatos B., Perantonis S.J., Handwritten Character Recognition through Two-Stage Foreground Sub-Sampling, Pattern Recognition, 8 (2010), pp.2807-2816, DOI No: 10.1016/j.patcog.2010.02.018.
  4. Yu C.L., Tang Y.Y., Suen C.Y., Document Skew Detection Based on the Fractal and Least Squares Method, Proceedings of 3rd International Conference on Document Analysis and Recognition, Montreal, Quebec, Canada, 1995, Vol. 1, pp. 1149-1152.
  5. Moussa S.B., Zahour A.,Benabdelhafid A., Alimi A.M., New Features Using Fractal Multi-Dimensions for Generalized Arabic Font Recognition , Pattern Recognition Letters, 5 ( 2010), pp.361-371, DOI No: 10.1016/j.patrec.2009.10.015.
  6. Moussa S.B., Zahour A., Benabdelhafid A., Alimi A.M., Fractal-Based System for Arabic/Latin, Printed/Handwritten Script Identification, 2008 19th International Conference on Pattern Recognition, Tampa, FL, USA, 2008, Vol. 1, pp. 978-981, DOI No: 10.1109/ICPR.2008.4761838.
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  8. G. Neil, K. M. Curtis, Shape Recognıtıon Usıng Fractal Geometry, Pattern Recognition, Vol. 30, No. 12 (1997) , pp. 1957-1969.

Ayrıntılar

Birincil Dil

İngilizce

Konular

-

Bölüm

Araştırma Makalesi

Yayımlanma Tarihi

29 Aralık 2018

Gönderilme Tarihi

14 Eylül 2018

Kabul Tarihi

17 Kasım 2018

Yayımlandığı Sayı

Yıl 2018 Cilt: 8 Sayı: 2

Kaynak Göster

APA
Erkan, E., Arserim, M. A., & Özerdem, M. S. (2018). RECOGNITION OF IRREGULARLY SHAPED WORDS BY USING FRACTAL DIMENSION. European Journal of Technique (EJT), 8(2), 186-195. https://doi.org/10.36222/ejt.459953
AMA
1.Erkan E, Arserim MA, Özerdem MS. RECOGNITION OF IRREGULARLY SHAPED WORDS BY USING FRACTAL DIMENSION. EJT. 2018;8(2):186-195. doi:10.36222/ejt.459953
Chicago
Erkan, Emre, Muhammet Ali Arserim, ve Mehmet Siraç Özerdem. 2018. “RECOGNITION OF IRREGULARLY SHAPED WORDS BY USING FRACTAL DIMENSION”. European Journal of Technique (EJT) 8 (2): 186-95. https://doi.org/10.36222/ejt.459953.
EndNote
Erkan E, Arserim MA, Özerdem MS (01 Aralık 2018) RECOGNITION OF IRREGULARLY SHAPED WORDS BY USING FRACTAL DIMENSION. European Journal of Technique (EJT) 8 2 186–195.
IEEE
[1]E. Erkan, M. A. Arserim, ve M. S. Özerdem, “RECOGNITION OF IRREGULARLY SHAPED WORDS BY USING FRACTAL DIMENSION”, EJT, c. 8, sy 2, ss. 186–195, Ara. 2018, doi: 10.36222/ejt.459953.
ISNAD
Erkan, Emre - Arserim, Muhammet Ali - Özerdem, Mehmet Siraç. “RECOGNITION OF IRREGULARLY SHAPED WORDS BY USING FRACTAL DIMENSION”. European Journal of Technique (EJT) 8/2 (01 Aralık 2018): 186-195. https://doi.org/10.36222/ejt.459953.
JAMA
1.Erkan E, Arserim MA, Özerdem MS. RECOGNITION OF IRREGULARLY SHAPED WORDS BY USING FRACTAL DIMENSION. EJT. 2018;8:186–195.
MLA
Erkan, Emre, vd. “RECOGNITION OF IRREGULARLY SHAPED WORDS BY USING FRACTAL DIMENSION”. European Journal of Technique (EJT), c. 8, sy 2, Aralık 2018, ss. 186-95, doi:10.36222/ejt.459953.
Vancouver
1.Emre Erkan, Muhammet Ali Arserim, Mehmet Siraç Özerdem. RECOGNITION OF IRREGULARLY SHAPED WORDS BY USING FRACTAL DIMENSION. EJT. 01 Aralık 2018;8(2):186-95. doi:10.36222/ejt.459953