Resum Tesis Elly Firasari

research
  • 16 Mar
  • 2023

Resum Tesis Elly Firasari

Melanoma is one of the most dangerous forms of skin cancer. In the last 3 decades the incidence of melanoma has increased, although most people diagnosed with skin cancer have a higher chance of being cured, the survival rate for those diagnosed with melanoma skin cancer is lower than non-melanoma skin cancer. - Melanoma. In general, dermatologists (dermatologists) use a biopsy to diagnose skin cancer. Where is the process by taking a sample of small pieces of skin tissue and then examined in the laboratory. Biopsy costs are quite expensive and can injure or scratch human skin, so it is necessary to provide an alternative in diagnosing skin cancer based on computers. In this study, it is proposed to use the MobileNet architecture to classify skin cancer. From the research that has been done shows that the classification of skin cancer can be done using digital image processing. The results obtained using the Mobilenet architecture using the SGD optimizer with an epoch value of 150 with an learning rate 0.0001 reaching 86.67% with a loss value of 0.3277 from two categories of skin cancer.

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REFERENSI

  1. & T. Sugiana, “Komparasi Algoritma Naive Bayes , K-Nearest Neighbor dan C45 Pada Penyakit Melanoma,” Semin. Nas. Din. Inform. 2020 Univ. PGRI Yogyakarta, pp. 163–165, 20AD, doi: 10.5507/bp.2012.081.P.

[2]      M. Faruk, P. Studi, T. Informatika, F. Teknik, and U. I. Lamongan, “Klasifikasi Kanker Kulit Berdasarkan Fitur Tekstur , Fitur Warna Citra Menggunakan SVM dan KNN,” Telematika, vol. 13, no. 2, pp. 100–109, 2020.

[3]      W. Septian, D. Riana, M. J. Prayogo, J. Pusat, J. Pusat, and J. Pusat, “Deteksi Diameter Tumor Pada Kulit Menggunakan Segmentasi Citra Berdasarkan Karakteristik ABCDE,” Informatika, vol. 3, no. September, pp. 314–323, 2016.

[4]      R. L. Siegel, K. D. Miller, and A. Jemal, “Cancer statistics, 2018,” CA. Cancer J. Clin., vol. 68, no. 1, pp. 7–30, 2018, doi: 10.3322/caac.21442.

[5]      T. R. Savera, W. H. Suryawan, and A. W. Setiawan, “Deteksi Dini Kanker Kulit Menggunakan K-Nn Dan Early Detection of Skin Cancer Using K-Nn and Convolutional,” vol. 7, no. 2, pp. 373–378, 2020, doi: 10.25126/jtiik.202072602.