Recognitions of the printed English characters using Fractal Dimension.
Abstract<br /> In this research we presented approach for recognize printed English script, in the proposed approach, the technique can be divided into three major steps. The first step is digitization then do some pre-processing like segmentation to obtain the character image and resize it. S...
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| Format: | Article |
| Language: | Arabic |
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College of Education for Pure Sciences
2008-06-01
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| Series: | مجلة التربية والعلم |
| Subjects: | |
| Online Access: | https://edusj.mosuljournals.com/article_51290_157fd8cab6f45cfd190c424e71593840.pdf |
| _version_ | 1819160045140574208 |
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| author | Hanaa Mahmoud |
| author_facet | Hanaa Mahmoud |
| author_sort | Hanaa Mahmoud |
| collection | DOAJ |
| description | Abstract<br /> In this research we presented approach for recognize printed English script, in the proposed approach, the technique can be divided into three major steps. The first step is digitization then do some pre-processing like segmentation to obtain the character image and resize it. Second, feature extraction, using Fractal Dimension. Finally, the K-Nearest-Neighbors is used for classification. This method was tested using 20 patterns for each English character. The sample images were divided into 15 training and 5 test images. Images in the test set did not appear in the training sets. This method performs extremely well with recognition rates 85.3%. This is a very good performance. All of this demonstrates that the new method is able to handle printed English character task efficiently. It is a promising technique for recognition printed English character. |
| first_indexed | 2024-12-22T16:50:12Z |
| format | Article |
| id | doaj.art-b3d39c1e50a44715abc1eae9e339a02f |
| institution | Directory Open Access Journal |
| issn | 1812-125X 2664-2530 |
| language | Arabic |
| last_indexed | 2024-12-22T16:50:12Z |
| publishDate | 2008-06-01 |
| publisher | College of Education for Pure Sciences |
| record_format | Article |
| series | مجلة التربية والعلم |
| spelling | doaj.art-b3d39c1e50a44715abc1eae9e339a02f2022-12-21T18:19:36ZaraCollege of Education for Pure Sciencesمجلة التربية والعلم1812-125X2664-25302008-06-01212788810.33899/edusj.2008.5129051290Recognitions of the printed English characters using Fractal Dimension.Hanaa MahmoudAbstract<br /> In this research we presented approach for recognize printed English script, in the proposed approach, the technique can be divided into three major steps. The first step is digitization then do some pre-processing like segmentation to obtain the character image and resize it. Second, feature extraction, using Fractal Dimension. Finally, the K-Nearest-Neighbors is used for classification. This method was tested using 20 patterns for each English character. The sample images were divided into 15 training and 5 test images. Images in the test set did not appear in the training sets. This method performs extremely well with recognition rates 85.3%. This is a very good performance. All of this demonstrates that the new method is able to handle printed English character task efficiently. It is a promising technique for recognition printed English character.https://edusj.mosuljournals.com/article_51290_157fd8cab6f45cfd190c424e71593840.pdfrecognitionenglish characterfractal dimension |
| spellingShingle | Hanaa Mahmoud Recognitions of the printed English characters using Fractal Dimension. مجلة التربية والعلم recognition english character fractal dimension |
| title | Recognitions of the printed English characters using Fractal Dimension. |
| title_full | Recognitions of the printed English characters using Fractal Dimension. |
| title_fullStr | Recognitions of the printed English characters using Fractal Dimension. |
| title_full_unstemmed | Recognitions of the printed English characters using Fractal Dimension. |
| title_short | Recognitions of the printed English characters using Fractal Dimension. |
| title_sort | recognitions of the printed english characters using fractal dimension |
| topic | recognition english character fractal dimension |
| url | https://edusj.mosuljournals.com/article_51290_157fd8cab6f45cfd190c424e71593840.pdf |
| work_keys_str_mv | AT hanaamahmoud recognitionsoftheprintedenglishcharactersusingfractaldimension |