Implementasi Metode Gray Level Co-Occurrence Matrix Menganalisis Tekstur Kulit Wajah

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Authors

  • Rizky Fauzan Naibaho Universitas Muhammadiyah Sumatera Utara, Medan
  • Indah Purnama Sari Universitas Muhammadiyah Sumatera Utara, Medan

DOI:

https://doi.org/10.56211/sudo.v3i4.668

Keywords:

Gray Level Co-Occurrence Matrix; Analisis Tekstur; Kulit Wajah; Deteksi Penyakit Kulit; Pengenalan Wajah

Abstract

GLCM merupakan metode analisis gambar yang dapat mengukur berbagai fitur tekstur seperti kontras, korelasi, energi, dan homogenitas dari gambar bergradasi abu-abu. Skripsi ini bertujuan untuk mengeksplorasi efektivitas GLCM dalam mengekstraksi dan menganalisis informasi tekstur dari kulit wajah, serta aplikasinya dalam bidang seperti deteksi penyakit kulit dan pengenalan wajah. dalam penelitian ini, gambar kulit wajah dikumpulkan dan diproses menggunakan teknik GLCM untuk menghasilkan matriks co-occurrence pada berbagai jarak dan sudut. Fitur-fitur tekstur yang dihasilkan dari GLCM kemudian dianalisis untuk menentukan pola-pola tekstur khas yang dapat dikaitkan dengan kondisi kulit atau identitas individu. Hasil penelitian menunjukkan bahwa GLCM dapat memberikan informasi tekstur yang signifikan dan relevan dalam konteks analisis kulit wajah, dengan potensi aplikasi dalam teknologi kesehatan dan keamanan.

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References

Buku

Indah Purnama Sari. Algoritma dan Pemrograman. Medan: UMSU Press, 2023, pp. 290.

Indah Purnama Sari. Buku Ajar Pemrograman Internet Dasar. Medan: UMSU Press, 2022, pp. 300.

Indah Purnama Sari. Buku Ajar Rekayasa Perangkat Lunak. Medan: UMSU Press, 2021, pp. 228.

Janner Simarmata Arsan Kumala Jaya, Syarifah Fitrah Ramadhani, Niel Ananto, Abdul Karim, Betrisandi, Muhammad Ilham Alhari, Cucut Susanto, Suardinata, Indah Purnama Sari, Edson Yahuda Putra. Komputer dan Masyarakat. Medan: Yayasan Kita Menulis, 2024, pp.162.

Mahdianta Pandia, Indah Purnama Sari, Alexander Wirapraja Fergie Joanda Kaunang, Syarifah Fitrah Ramadhani Stenly Richard Pungus, Sudirman, Suardinata Jimmy Herawan Moedjahedy, Elly Warni, Debby Erce Sondakh. Pengantar Bahasa Pemrograman Python. Medan : Yayasan Kita Menulis, 2024, pp.180

Zelvi Gustiana Arif Dwinanto, Indah Purnama Sari, Janner Simarmata Mahdianta Pandia, Supriadi Syam, Semmy Wellem Taju Fitrah Eka Susilawati, Asmah Akhriana, Rolly Junius Lontaan Fergie Joanda Kaunang. Perkembangan Teknologi Informatika. Medan: Yayasan Kita Menulis, 2024, pp.158

Jurnal

Sari, I.P., Al-Khowarizmi, A.K., & Batubara, I.H. (2021). Cluster Analysis Using K-Means Algorithm and Fuzzy C-Means Clustering For Grouping Students' Abilities In Online Learning Process. Journal of Computer Science, Information Technology and Telecommunication Engineering, Vol. 2 No. 1, page 139-144

Sari, I.P., Batubara, I.H., & Al-Khowarizmi, A.K. (2021). Sensitivity Of Obtaining Errors In The Combination Of Fuzzy And Neural Networks For Conducting Student Assessment On E-Learning. International Journal of Economic, Technology and Social Sciences (Injects), Vol. 2 No. 1, page 331- 338 DOI: https://doi.org/10.53695/injects.v2i1.412

Sari, I.P., Fahroza, M.F., Mufit, M.I., & Qathrunad, I.F. (2021). Implementation of Dijkstra's Algorithm to Determine the Shortest Route in a City. Journal of Computer Science, Information Technology and Telecommunication Engineering,Vol. 2 No. 1, page 134-138

Sari, I.P., Al-Khowarizmi, A.K., Ramadhani, F., & Sulaiman, O.K. (2023). Implementation of the Selection Sort Algorithm to Sort Data in PHP Programming Language. Journal of Computer Science, Information Technology and Telecommunication Engineering, Vol. 4 No. 1, page 377-381 DOI: https://doi.org/10.30596/jcositte.v4i1.14362

Manurung, A.A., Nasution, M.D., & Sari, I.P. (2023). Implementation of Fuzzy K-Nearest Neighbor Method in Dengue Disease Classification. 2023 11th International Conference on Cyber and IT Service Management (CITSM) DOI: https://doi.org/10.1109/CITSM60085.2023.10455306

Ramadhani, F., Satria, A., & Sari, I.P. (2023). Implementasi Metode Fuzzy K-Nearest Neighbor dalam Klasifikasi Penyakit Demam Berdarah. Hello World Jurnal Ilmu Komputer 2 (2), 58-62 DOI: https://doi.org/10.56211/helloworld.v2i2.253

Sari, I.P., Batubara, I.H., Ramadhani, F., & Wardani, S. (2022). Perancangan Sistem Antrian pada Wahana Hiburan dengan Metode First In First Out (FIFO). Sudo Jurnal Teknik Informatika 1 (3), 116-123 DOI: https://doi.org/10.56211/sudo.v1i3.93

Ramadhani, F., Satria, A., & Sari, I.P. (2022). Aplikasi internet berbasis website sebagai E-Commerce penjualan komponen sport car. Blend Sains Jurnal Teknik 1 (2), 69-75 DOI: https://doi.org/10.56211/blendsains.v1i2.98

Sari, I.P., Al-Khowarizmi, A., & Ramadhani, F. (2021). User Interface Prototype Using User Centered System Design Method in Motorvice Information System. 2021 International Conference on Computer Science and Engineering (IC2SE) 1, 1-6 DOI: https://doi.org/10.1109/IC2SE52832.2021.9791964

Ramadhani, F., Al-Khowarizmi, A.K., & Sari, I.P. (2021). Improving the Performance of Naïve Bayes Algorithm by Reducing the Attributes of Dataset Using Gain Ratio and Adaboost. 2021 International Conference on Computer Science and Engineering (IC2SE) 1, 1-5 DOI: https://doi.org/10.1109/IC2SE52832.2021.9792027

Sitompul, D.N., Rahmatika, A., & Sari, I.P. (2023). Application of The Sales and Purchase Program Using The Rapid Application Development Model. Al'adzkiya International of Computer Science and Information Technology (AIoCSIT) Journal, Vol. 4 No. 1, page 6-16

Sari, I.P., Ramadhani, F., Satria, A., & Apdilah, D. (2023). Implementasi Pengolahan Citra Digital dalam Pengenalan Wajah menggunakan Algoritma PCA dan Viola Jones. Hello World Jurnal Ilmu Komputer 2 (3), 146-157 DOI: https://doi.org/10.56211/helloworld.v2i3.346

Batubara, I.H., Sari, I.P., Siregar, E.F.S., & Lubis, B.S. (2021). Meningkatkan Kemampuan Penalaran Matematika Melalui Metode Penemuan Terpandu Berbantuan Software Autograph. Seminar Nasional Teknologi Edukasi Sosial dan Humaniora 1 (1), 699-705

Apdilah, D., & Sari, I.P. (2021). Optimization Of The Fuzzy C-Means Cluster Center For Credit Data Grouping Using Genetic Algorithms. Al'adzkiya International of Computer Science and Information Technology (AIoCSIT) Journal, Vol. 2 No. 2, page 156-163

Sulaiman, O.K., & Sari, I.P. (2021). Implementation Data Mining For Level Analysis Traffic Violation By Algorithm Association Rule. Al'adzkiya International of Computer Science and Information Technology (AIoCSIT) Journal, Vol. 2 No. 2, page 128-135

Sari, I.P., Hariani, P.P ., Al-Khowarizmi, A.K., Ramadhani, F., Sulaiman, O.K., Satria, A., & Manurung, A.A. (2024). CLUSTERING HIV/AIDS DISEASE USING K-MEANS CLUSTERING ALGORITHM. Proceeding International Seminar on Islamic Studies. Vol. 5, No. 1 (2024), 1668-1676

Sari, I.P., Ramadhani, F., Satria, A., & Sulaiman, O.K. (2023). Leukocoria Identification: A 5-Fold Cross Validation CNN and Adaboost Hybrid Approach. 2023 6th International Seminar on Research of Information Technology and Intelligent Systems (ISRITI). 486-491 DOI: https://doi.org/10.1109/ISRITI60336.2023.10467242

Sari, I.P., Al-Khowarizmi, A.K., Sulaiman, O.K., & Apdilah, D. (2023). Implementation of Data Classification Using K-Means Algorithm in Clustering Stunting Cases. Journal of Computer Science, Information Technology and Telecommunication Engineering, Vol. 4 No. 2, page 402-412 DOI: https://doi.org/10.30596/jcositte.v4i2.15765

Sari., I.P, Batubara., I.H, Al-Khowarizmi., A, & PP Hariani. (2022). Perancangan Sistem Informasi Pengelolaan Arsip Digital Berbasis Web untuk Mengatur Sistem Kearsipan di SMK Tri Karya. Wahana Jurnal Pengabdian kepada Masyarakat 1 (1), 18-24 DOI: https://doi.org/10.56211/wahana.v1i1.101

Habibi., F, Qathrunada., I.F, & Anggraini., T. (2023). “Design and Build a Tourism Website Using Shopify Framework”. Hanif Journal of Information Systems. Vol. 1 No. 1, 2023. DOI: https://doi.org/10.56211/hanif.v1i1.6

Sari., I.P, A Syahputra, N Zaky, RU Sibuea, & Z Zakhir. (2022). Perancangan sistem aplikasi penjualan dan layanan jasa laundry sepatu berbasis website. Blend sains jurnal teknik 1 (1), 31-37 DOI: https://doi.org/10.56211/blendsains.v1i1.67

Sari., I.P, A Azzahrah, FQ Isnaini, L Nurkumala, & A Thamita. (2022). Perancangan sistem absensi pegawai kantoran secara online pada website berbasis HTML dan CSS. Blend sains jurnal teknik 1 (1), 8-15 DOI: https://doi.org/10.56211/blendsains.v1i1.66

Septiana., D. (2024). Forecasting Rice Prices with Holt-Winter Exponential Smoothing Model. Hanif Journal of Information Systems. Vol. 1 No. 2, 2024. DOI: https://doi.org/10.56211/hanif.v1i2.17

Sari.,I.P, & Ramadhani., F. (2021). Pengaruh Teknologi Informasi Terhadap Kewirausahaan Pada Aplikasi Perancangan Jual Beli Jamu Berbasis WEB. Prosiding Seminar Nasional Kewirausahaan 2 (1), 874-878.

Satria., A, Ramadhani., F, & Sari, I.P. (2023). Rancang Bangun Sistem Informasi Penerimaan Peserta Didik Baru (PPDB) Sekolah Menengah Kejuruan Telkom 2 Medan Menggunakan Codeigniter. Wahana Jurnal Pengabdian kepada Masyarakat 2 (1), 23-31 DOI: https://doi.org/10.56211/wahana.v2i1.285

Sari., I.P, A Jannah, AM Meuraxa, A Syahfitri, & R Omar. (2022). Perancangan Sistem Informasi Penginputan Database Mahasiswa Berbasis Web. Hello World Jurnal Ilmu Komputer 1 (2), 106-110. DOI: https://doi.org/10.56211/helloworld.v1i2.57

Mahardika., F, & Abdillah., M.L. (2024). Design of Unified Modeling Language Information System for Motorcycle Unit Selling and Buying Transactions using the Waterfall Method. Hanif Journal of Information Systems. Vol. 1 No. 2, 2024. DOI: https://doi.org/10.56211/hanif.v1i2.15

Sari., I.P, & Batubara., I.H. (2021). Perancangan Sistem Informasi Laporan Keuangan Pada Apotek Menggunakan Algoritma K-NN. Seminar Nasional Teknologi Edukasi dan Humaniora (SiNTESa) 1 (2021 - ke 1

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Sari., I.P, Al-Khowarizmi., A, & Batubara., I.H. (2021). Implementasi Aplikasi Mobile Learning Sistem Manajemen Soal dan Ujian Berbasis Web Pada Platform Android. IHSAN: JURNAL PENGABDIAN MASYARAKAT 3 (2), 178-183

Mudafri., H.A. (2024). Design of a Web-Based Coffeeshop Ordering Information System. Hanif Journal of Information Systems. Vol. 1 No. 2, 2024. DOI: https://doi.org/10.56211/hanif.v1i2.12

Sari., I.P, Hariani., P.P, Satria., A, & Manurung., A.A. (2023). Rancang Bangun Sistem Informasi Pengelolaan Arsip Materi Ajar Berbasis Web untuk Guru MAS Darul Falah. Wahana Jurnal Pengabdian kepada Masyarakat 2 (2), 59-65 DOI: https://doi.org/10.56211/wahana.v2i2.468

Ramadhani., F, & Sari., I.P. (2021). Pemanfaatan Aplikasi Online dalam Digitalisasi Pasar Tradisional di Medan. Prosiding Seminar Nasional Kewirausahaan 2 (1), 806-811

Sari., I.P, Sulaiman., O.K, & Apdillah, D. (2024). Rancang Bangun Game Zombie Menggunakan Kodular Berbasis Android. Jurnal Minfo Polgan 13 (1), 293-302 DOI: https://doi.org/10.33395/jmp.v13i1.13622

Ichsan., A, Siambaton., M.Z, & Nasution., K. (2023). “Android-Based Practical Work Student Registration Form Application System Design”. Hanif Journal of Information Systems. Vol. 1 No. 1, 2023. DOI: https://doi.org/10.56211/hanif.v1i1.4

Sari., I.P, Sulaiman., O.K, Ramadhani., F, & Satria., A. (2023). Perancangan Sistem Manajemen Surat Berbasis Web Pada Kantor Camat Tano Tombangan Angkola. INCODING: Journal of Informatics and Computer Science Engineering 3 (2), 61-76. DOI: https://doi.org/10.34007/incoding.v3i2.373

Jannah., A, Meuraxa., A.M, & Azzahrah., A. 2023. “Web Based E-Commerce System Design at EXO Shop Using The Waterfall Method”. Hanif Journal of Information Systems. Vol. 1 No. 1, 2023. DOI: https://doi.org/10.56211/hanif.v1i1.3

Sari., I.P, Al-Khowarizmi., A, , Jannah., A, Meuraxa., A.M, & Tanjung., M.I. (2023). Web-Based Offline Game Suit Design: A Model Overview. Journal of Computer Science, Information Technology and Telecommunication Engineering 4 (2), 389-394. DOI: https://doi.org/10.30596/jcositte.v4i2.15334

Guntur., S, Ichsan., A, & Sari., I.P. (2024). Designing a Web-Based Mail Management System at the Beringin Helvetia Sub-district Office. Altafani: Jurnal Pengabdian Masyarakat 1 (1)

Sari., I.P, Sulaiman., O.K, Al-Khowarizmi., A, & Azhari., M. (2023). Perancangan Sistem Informasi Pelayanan Masyarakat pada Kelurahan Sipagimbar dengan Metode Prototype Berbasis Web. Blend Sains Jurnal Teknik 2 (2), 125-134. DOI: https://doi.org/10.56211/blendsains.v2i2.288

Hutasuhut., B.K, Sari., I.P, & Al-Khowarizmi, A.K. (2023). Analysis the Effect of Digitalization and Technology on Web-Based Entrepreneurship. Journal of Computer Science, Information Technology and Telecommunication Engineering

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Article History

Submitted: 08-10-2024
Published: 11-06-2025
Pages: 172-182

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How to Cite

Naibaho, R. F., & Sari, I. P. (2025). Implementasi Metode Gray Level Co-Occurrence Matrix Menganalisis Tekstur Kulit Wajah . Sudo Jurnal Teknik Informatika, 3(4), 172–182. https://doi.org/10.56211/sudo.v3i4.668

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