An Analysis System for DNA Gel Electrophoresis Images Based on Automatic Thresholding an Enhancement
| Autor: | Kaabouch, Naima, Schultz, Richard R., Milavetz, Barry, Balakrishnan, Lata |
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| Rok vydání: | 2016 |
| Předmět: | |
| Zdroj: | IEEE Electro/Information Technology, 2007 |
| Druh dokumentu: | Working Paper |
| DOI: | 10.1109/EIT.2007.4374496 |
| Popis: | Gel electrophoresis, a widely used technique to separate DNA according to their size and weight, generates images that can be analyzed automatically. Manual or semiautomatic image processing presents a bottleneck for further development and leads to reproducibility issues. In this paper, we present a fully automated system with high accuracy for analyzing DNA and proteins. The proposed algorithm consists of four main steps: automatic thresholding, shifting, filtering, and data processing. Automatic thresholding, used to equalize the gray values of the gel electrophoresis image background, is one of the novel operations in this algorithm. Enhancement is also used to improve poor quality images that have faint DNA bands. Experimental results show that the proposed technique eliminates defects due to noise for average quality gel electrophoresis images, while it also improves the quality of poor images. Comment: 6 pages |
| Databáze: | arXiv |
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