Mengidentifikasi Kanker Ginjal Menggunakan Metode Robert, Canny, dan Sobel
DOI:
https://doi.org/10.35134/jitekin.v12i2.69Keywords:
Kidney, Kidney Cancer, Edge Detection, Robert Method, Canny MethodAbstract
Kidneys are organs that function to filter metabolic waste in the blood and dispose of them in the form of urine. One of kidney disease is kidney cancer. Kidney cancer occurs due to gene mutations in kidney cells that cause kidney cells to grow abnormally and uncontrollably. To take an image of kidney cancer using a Magnetic Resonance Imaging (MRI) tool. The purpose of this research is to identify and recognize the pattern object of kidney cancer in the MRI image. To identify kidney cancer images, it begins with collecting image data, image processing, image edge detection, image thinning, and identification processes. Edge detection is used to detect the boundaries of objects in the image. The method used in this research is the Canny and Sobel method. The number of images taken were 23 images of kidney cancer samples. The results of this research show that the Canny method gives better image results than the Sobel image results
References
Dwijayanthi, N. K. A., Dewi, N. N. A., Mahayasa, I. M., & Wayan, I. (2020). Karakteristik Pasien Kanker Kolorektal di Rumah Sakit Umum Pusat (RSUP) Sanglah Berdasarkan Data Demografi, Temuan Klinis dan Gaya Hidup. E-Jurnal Medika Udayana, 9(12), 70-77.. http://dx.doi.org/ 10.24843.MU.2020.V9.i12.P13
Yanti, I. H., Maria, I. L., & Jafar, N. (2018, February). Analisis Ketahanan Hidup Pasien Gagal Ginjal Kronik yang Menjalani Hemodialisis di Rumah Sakit Kota Makassar. In Jurnal Forum Kesehatan 8(1). http://e-journal.poltekkes-palangkaraya.ac.id/jfk/article/view/40
Hasby, A. N. F. A. (2022). Sistem diagnosa Citra Histopatologi kanker Ginjal menggunakan Metode CNN Model GoogleNet (Doctoral dissertation, UIN Sunan Ampel Surabaya). http://digilib.uinsby.ac.id/52886/2/Alfi%20Nur%20Fitri%20Ali%20Hasby_H92218040.pdf
Susanto, A. (2019). Reformulasi Kebijakan Tentang Transplantasi Organ Ginjal Manusia. Jurnal Ilmiah Dunia Hukum, 3(2), 114-131. http://dx.doi.org/10.35973/jidh.v3i2.1366
Chau, S., Banjarnahor, J., Irfansyah, D., & Kumala, S. (2019). Analisis Pendeteksian Pola Wajah Menggunakan Metode Haar-Like Feature. Journal of Informatics and Telecommunication Engineering, 2(2), 69-76. https://doi.org/10.31289/jite.v2i2.2133
Wibowo, S. H., & Susanto, F. (2016). Penerapan Metode Gaussian Smoothing Untuk Mereduksi Noise Pada Citra Digital. Jurnal Media Infotama, 12(2). https://doi.org/10.37676/jmi.v12i2.416
Daryanto, D. (2016). Aplikasi Pembesaran Citra Menggunakan Metode Nearest Neighbour Interpolation. JUSTINDO Jurnal Sistem dan Teknologi Informasi Indonesia, 1(1). https://doi.org/10.32528/justindo.v1i01.247
Chrisdwianto, T. O., Fitriyah, H., & Widasari, E. R. (2018). Perancangan sistem deteksi dan pengenalan rambu peringatan menggunakan metode template matching. Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer e-ISSN, 2548, 964X.. https://j-ptiik.ub.ac.id/index.php/j-ptiik/article/view/1119/423
Sinurat, S., & Siagian, E. R. (2021). Peningkatan Kualitas Citra Dengan Gaussian Filter Terhadap Citra Hasil Deteksi Robert. Pelita Informatika: Informasi dan Informatika, 9(3), 225-231. http://ejurnal.stmik-budidarma.ac.id/index.php/pelita/article/view/2886
Al Amin, M. (2017). Klasifikasi kelompok umur manusia berdasarkan analisis dimensifraktal box counting dari citra wajah dengan deteksi tepi canny. Mathunesa: Jurnal Ilmiah Matematika, 5(2). https://ejournal.unesa.ac.id/index.php/mathunesa/article/view/19398
Wananda, P. D., Novamizanti, L., & Atmaja, R. D. (2018). Sistem Deteksi Cacat Kayu dengan Metode Deteksi Tepi Susan dan Ekstraksi Ciri Statistik. ELKOMIKA: Jurnal Teknik Energi Elektrik, Teknik Telekomunikasi, & Teknik Elektronika, 6(1), 140. https://doi.org/10.26760/elkomika.v6i1.140
Supriyatin, W. (2020). Perbandingan Metode Sobel, Prewitt, Robert dan Canny pada Deteksi Tepi Objek Bergerak. ILKOM Jurnal Ilmiah, 12(2), 112-120. https://doi.org/10.33096/ilkom.v12i2.541.112-120
Munantri, N. Z., Sofyan, H., & Florestiyanto, M. Y. (2020). Aplikasi Pengolahan Citra Digital Untuk Identifikasi Umur Pohon. Telematika: Jurnal Informatika dan Teknologi Informasi, 16(2), 97-104. https://doi.org/10.31315/telematika.v16i2.3183
Panggalih, K., Kurniawan, W., & Gata, W. (2022). Implementasi Perbandingan Deteksi Tepi Pada Citra Digital Menggunakan Metode Roberst, Sobel, Prewitt dan Canny. Infotek: Jurnal Informatika dan Teknologi, 5(2), 337-347. https://doi.org/ 10.29408/jit.v5i2.5923
Pambudi, A. R. (2020). Deteksi Keaslian Uang Kertas Berdasarkan Watermark Dengan Pengolahan Citra Digital. Jurnal Informatika Polinema, 6(4), 69-74. https://doi.org/10.33795/jip.v6i4.407
Luo, Z., Tang, Z., Jiang, L., & Wang, C. (2022). An underwater-imaging-model-inspired no-reference quality metric for images in multi-colored environments. Expert Systems with Applications, 191, 116361. https://doi.org/110.1016/j.eswa.2021.116361
Berus, L., Skakun, P., Rajnovic, D., Janjatovic, P., Sidjanin, L., & Ficko, M. (2020). Determination of the grain size in single-phase materials by edge detection and concatenation. Metals, 10(10), 1381. https://doi.org/10.3390/met10101381-
Shidiq, F. (2021). Penerapan metode k-Nearest Neighbor (KNN) untuk menentukan ikan cupang dengan ekstraksi fitur ciri bentuk dan canny. Innovation in Research of Informatics (INNOVATICS), 3(2) 39-46. https://doi.org/10.37058/innovatics.v3i2.3093
Shin, M. C., Kang, M. S., Park, R., Chae, S. Y., Han, D. W., & Hong, S. W. (2021). Differential cellular interactions and responses to ultrathin micropatterned graphene oxide arrays with or without ordered in turn RGD peptide films. Applied Surface Science, 561, 150115.5. https://doi.org/10.1016/j.apsusc.2021.150115
Kim, I. H., Liu, Y. H., Pallister, S., Pol, W., Robert, S., & Lee, E. (2022). Fault-tolerant resource estimate for quantum chemical simulations: Case study on Li-ion battery electrolyte molecules. Physical Review Research, 4(2), 023019. https://doi.org/10.1103/PhysRevResearch.4.023019
Downes, D. J., Beagrie, R. A., Gosden, M. E., Telenius, J., Carpenter, S. J., Nussbaum, L., ... & Hughes, J. R. (2021). High-resolution targeted 3C interrogation of cis-regulatory element organization at genome-wide scale. Nature communications, 12(1), 1-15. https://www.nature.com/articles/s41467-020-20809-6
Yang, D., Peng, B., Al-Huda, Z., Malik, A., & Zhai, D. (2022). An overview of edge and object contour detection. Neurocomputing. 488, 470-493 https://doi.org/10.1016/j.neucom.2022.02.079
Srujana, P., Priyanka, J., Patnaikuni, V. S., & Vejendla, N. (2021, April). Edge Detection with different Parameters in Digital Image Processing using GUI. In 2021 5th International Conference on Computing Methodologies and Communication (ICCMC) (pp. 795-802). IEEE. https://doi.org/10.1109/ICCMC51019.2021.9418327
Shah, B. K., Kedia, V., Raut, R., Ansari, S., & Shroff, A. (2020). Evaluation and Comparative Study of Edge Detection Techniques. IOSR Journal of Computer Engineering, 22(5), 6-15. https://doi.org/10.9790/0661-2205030615
Raharja, A. E., Navastara, D. A., & Hidayati, S. C. (2021). Koreksi Kemiringan Citra Menggunakan Planar Homography Untuk Pengenalan Pelat Nomor Kendaraan. Jurnal Teknik ITS, 10(2), A360-A365. https://doi.org/10.12962/j23373539.v10i2.71467
Downey-Wall, A. M., Cameron, L. P., Ford, B. M., McNally, E. M., Venkataraman, Y. R., Robert, S. B., ... & Lotterhos, K. E. (2020). Ocean acidification induces subtle shifts in gene expression and DNA methylation in mantle tissue of the Eastern oyster (Crassostrea virginica). Frontiers in Marine Science, 7, 566419. https://doi.org/10.3389/fmars.2020.566419
Al-Musawi, A. K., Anayi, F., & Packianather, M. (2020). Three-phase induction motor fault detection based on thermal image segmentation. Infrared Physics & Technology, 104, 103140. https://doi.org/10.1016/j.infrared.2019.103140
Kumawat, A., & Panda, S. (2021). A robust edge detection algorithm based on feature-based image registration (FBIR) using improved canny with fuzzy logic (ICWFL). The Visual Computer, 38, 3681–37022. https://doi.org/10.1007/s00371-021-02196-1
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2022 Jurnal Teknologi
This work is licensed under a Creative Commons Attribution 4.0 International License.