Analisa Morfologi Dilasi untuk Perbaikan Kualitas Citra Deteksi Tepi pada Pola Batik Menggunakan Operator Prewitt dan Laplacian of Gaussian

Dilation Morphological Analysis to Improve Image Quality of Edge Detection in Batik Patterns Using Prewitt and Laplacian of Gaussian Operators

  • Muhammad Abrar Masril Institut Teknologi Batam
  • Refli Noviardi Institut Teknologi Batam
DOI: https://doi.org/10.29207/resti.v4i6.2601
Keywords: Prewitt Operator, Laplacian of Gaussian Operator, Morphological Dilation

Abstract

The results of the edge detection process using several operators are not yet optimal. Therefore we need a method to improve the quality of edge detection images, the method used in this study is morphology dilation. The results of testing the improvement of image quality using 10 batik patterns, resulting in an accuracy level on Laplacian of Gaussian operators is 80% and for Prewitt operators is 60%. In the process of improving the edge detection quality, Morphology Dilation can connect broken edges using structuring elements. therefore it can improve the quality of edge images.

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References

Rahman, A. N., Heriana, O., Putranto, P., Darwis, F., Pristianto, E. J., & Wijayanto, Y. N. (2017). Morphological dilation for radar image enhancement. 2017 International Conference on Radar, Antenna, Microwave, Electronics, and Telecommunications (ICRAMET). doi:10.1109/icramet.2017.8253147.

Singh, A., Singh, M., & Singh, B. (2016). Face detection and eyes extraction using sobel edge detection and morphological operations. 2016 Conference on Advances in Signal Processing (CASP). doi:10.1109/casp.2016.7746183.

John, J. V., Raji, P. G., Radhakrishnan, B., & Suresh, L. P. (2017). Automatic number plate localization using dynamic thresholding and morphological operations. 2017 International Conference on Circuit ,Power and Computing Technologies (ICCPCT). doi:10.1109/iccpct.2017.8074328.

Risha, K. P., & Kumar, A. C. (2016). Gradient operator in video after object detection by optical flow and morphological operation. 2016 10th International Conference on Intelligent Systems and Control (ISCO). doi:10.1109/isco.2016.7727093.

Youquan, H., Hanxing, Q., Jian, W., Wei, Z., & Jianfang, X. (2011). Studying of road crack image detection method based on the mathematical morphology. 2011 4th International Congress on Image and Signal Processing. doi:10.1109/cisp.2011.6100365.

John, J. V., Raji, P. G., Radhakrishnan, B., & Suresh, L. P. (2017). Automatic number plate localization using dynamic thresholding and morphological operations. 2017 International Conference on Circuit ,Power and Computing Technologies (ICCPCT).

Nguyen, P.-M.-L., Cho, J.-H., & Cho, S. B. (2014). An architecture for real-time hardware co-simulation of edge detection in image processing using Prewitt edge operator. 2014 International Conference on Electronics, Information and Communications (ICEIC). doi:10.1109/elinfocom.2014.6914387.

Yang, L., Wu, X., Zhao, D., Li, H., & Zhai, J. (2011). An improved Prewitt algorithm for edge detection based on noised image. 2011 4th International Congress on Image and Signal Processing. doi:10.1109/cisp.2011.6100495.

Dhar, R., Gupta, R., & Baishnab, K. L. (2014). An analysis of CANNY and LAPLACIAN of GAUSSIAN image filters in regard to evaluating retinal image. 2014 International Conference on Green Computing Communication and Electrical Engineering (ICGCCEE). doi:10.1109/icgccee.2014.6922270.

Yuhandri, Madenda, Wibowo, Karmilasari. (2017). Object Feature Extraction of Songket Image Using Chain Code Algorithm. 2017 Internasional Journal on Advanced Science Engineering Information Technology . doi: 10.18517/ijaseit.7.1.1479.

Na`am J., (2017). Accuracy of Panoramic Dental X-Ray Imaging in Detection of Proximal Caries with Multiple Morpological Gradient (mMG) Method. Joiv Internasional Journal On Informatics Visualization. doi: 10.30630/joiv.1.1.13.

Sumijan., Purnama, PAW., 2017. Analisis dan Deteksi Citra Gigi Berlubang (Karies) Menggunakan Metode Hybrid (Matematika Morfologi dan Canny). Seminar Nasional Peranan Ipteks Menuju Industri Masa Depan (PIMIMD-4). DOI 10.21063/PIMIMD4.2017.65-72.

Hidayatullah, P., 2017. Pengolahan Citra Digital Teori Dan Aplikasi Nyata. 1st ed. Bandung: Informatika Bandung

Published
2020-12-24
How to Cite
Masril, M. A., & Noviardi, R. (2020). Analisa Morfologi Dilasi untuk Perbaikan Kualitas Citra Deteksi Tepi pada Pola Batik Menggunakan Operator Prewitt dan Laplacian of Gaussian. Jurnal RESTI (Rekayasa Sistem Dan Teknologi Informasi), 4(6), 1052 -. https://doi.org/10.29207/resti.v4i6.2601
Issue
Vol 4 No 6 (2020): Desember 2020
Section
Artificial Intelligence

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