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Counting Bacterial Colony and Reducing noise on Low-Quality Image Using Modified Perona-Malik Diffusion Filter with Sobel Mask Fractional Order
- Source :
- Jurnal Sisfokom, Vol 12, Iss 2, Pp 271-279 (2023)
- Publication Year :
- 2023
- Publisher :
- LPPM ISB Atma Luhur, 2023.
-
Abstract
- In the field of microbiology, the counting of bacterial colonies is fundamental and mandatory. This is done to estimate the number of bacterial cells in every 1 milliliter or gram of sample. The counting takes a long time and is tedious, so it requires an accurate and fast counting method. The image quality used is very low and contains noise. Therefore, a preprocessing method is needed to reduce the noise. The Perona-Malik filter method is known to be able to remove noise well. However, it is difficult to determine the appropriate gradient threshold parameter ( ) for each different image. To find the appropriate value of , the original Sobel Mask method and Sobel Mask Fractional-Order are used to estimate the value of . The experimental results show the results of noise reduction using PMD with a value of from the original Sobel Mask and Sobel Mask Fractional-Order. The results of the accuracy of determining the value of k with the Sobel Mask Fractional-Order (α=1.0) show higher results based on the F-Measure values for samples 1, 2, and 3 respectively 97%, 98%, and 90%.
Details
- Language :
- English
- ISSN :
- 23017988 and 25810588
- Volume :
- 12
- Issue :
- 2
- Database :
- Directory of Open Access Journals
- Journal :
- Jurnal Sisfokom
- Publication Type :
- Academic Journal
- Accession number :
- edsdoj.b2d484b0214b4c9837f9f9d09e9769
- Document Type :
- article
- Full Text :
- https://doi.org/10.32736/sisfokom.v12i2.1661