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Journal : Sistemasi: Jurnal Sistem Informasi

Enhanced Brain Tumor Classification through Gamma Correction in Deep Learning Naufal, Muhammad; Al Azies, Harun; Brilianto, Rivaldo Mersis
Sistemasi: Jurnal Sistem Informasi Vol 13, No 6 (2024): Sistemasi: Jurnal Sistem Informasi
Publisher : Program Studi Sistem Informasi Fakultas Teknik dan Ilmu Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32520/stmsi.v13i6.4474

Abstract

Classification of brain tumors is a problem in computer-aided diagnosis (CAD). This study classifies three classes of brain tumors: gliomas, meningiomas, and pituitary tumors. Image enhancement is useful for improving the quality of images to be recognized by Computer-Aided Diagnosis (CAD) systems. Gamma correction is one spatial method aimed at manipulating contrast. This method operates with a spatial approach and has relatively low computational time but yields satisfactory results in certain cases. This research compares Gamma Correction with Convolutional Neural Network (CNN) in the classification of brain tumor types. The CNN method without Gamma Correction achieves an accuracy of 86.52%, precision of 83.63%, sensitivity of 86.11%, and specificity of 93.27%. The application of Gamma Correction at 1.5 results in improved performance with an accuracy of 88.80%, precision of 86.49%, sensitivity of 88.06%, and specificity of 94.50%. Meanwhile, Gamma Correction at 0.5 shows an accuracy of 88.59%, precision of 87.59%, sensitivity of 86.68%, and specificity of 94.17%. Overall, the implementation of Gamma Correction in the classification of brain tumor types successfully enhances the CNN classification performance in terms of precision, sensitivity, and specificity compared to without its use.
Co-Authors A, Biyandra Timothee Abdurrahmansyah Abdurrahmansyah, Abdurrahmansyah Achmad Achmad Achmad Chumaidi, Achmad Ade Gohan, Muhammad Adrian Permana Zen Agmi, Nadia Agus Riyanto, Indra Ahmad Cahyadi **) Ahmad Suriansyah Ahsyar, Tengku Khairil Akrom, Muhamad Al Fahreza, Muhammad Daffa Al-Azies, Harun Alfarizky, M Ferdy Agus Alfitri, Mira Ali Asroni Ali Rakhman Hakim Alzami, Farrikh Amanda Cahyadewi, Felicia Andayan, Melia Andrean, Muhammad Niko Anggi Pramunendar, Ricardus Anggita, Ivan Maulana Anisa Anisa Aprillia Dwi Ardianti Ardiansyah, Felix Ardytha Luthfiarta Arifitama, Budi Arsy, Selma Kendida Atthoriq, Muhamad Naufal Aulyanti, Davina Dewi Ayu Pertiwi Azka, Muhammad Azwar, Erizaldy Bayu Kurniawan Brawijaya, Kriska Brilianto, Rivaldo Mersis Budi Setiawan Budoyo, Joto Candra, Mellyana Chandra Pratama, Ragil Cinantya, Celia Darmawahyuni, Annisa Denta Saputra, Fahrizal Desthabu, Meurina Dewi Puspaningtyas Dewi, Ernia Novika Dinda Lestarini Dwi Laksono, Angga Dwi Putra, Rakhmat Eka Yuniarto Eko Haryono Endang Komariah, Endang Erwin Yudi Hidayat Fadillah Putra Fadlullah, Rizal Fahmi Amiq Fajri, Aulia Romadhona Jihad Al Fariski, Aulia Isnaeni Fatchurohman, Hendy Fathonah, Naila Izzatun Fauziah, Ismahani Febriyanto, Hendra Ferdiansyah, Muhammad Reynaldi Fil'Awalin, Hanif Firdaus Firdaus Firmansyah, Gustian Angga Ghaly, Raihan Athallah Guruh Fajar Shidik Habibi, Alif Farhan Handar Subhandi Bakhtiar Handayani, Ni Made Kirei Kharisma Hardiana Widyastuti Harisa, Ardiawan Bagus Hariyadi, Nursyifa Nada Hartono, Andhika Rhaifahrizal Harun Al Azies Hayatul Cholsy Helda Orbani Rosa Hermansyah Hidayat, Novianto Nur Hilary Reinhart Husaini Husda IDA RAHMAWATI Ika Wiani Ilma, Novita Indra Refipal Sembiring Indrawan, Michael Inggih Permana Irawan, Diki Surya Irlianda, Rahma Ismail, Mahesa Isnaini, Lisa Fajri ISWAHYUDI ISWAHYUDI Jazman, Muhammad Jun Justinar K, M. Rizal Kharisma, Ni Made Kirei Khoirunnisa, Emila Kurniawan, Anggy Tyas Labib, M. Ainul Ledy Diana Listya Endang Artiani, Listya Endang Liya Umaroh, Liya Lusi Ariyani M Widyastuti Malahayatie Mallorca, Muhammad Nur Alfat Margaretha Widyastuti Marsuni, Yusriadi Marwan, Arif Masliana Masliana, Masliana Megantara, Rama Aria Miftahul Jannah Moch Anjas Aprihartha Moch. Solikin, Moch. Muhammad Aziz Muhammad Fachrurrozi Bafadal Muhammad fauzan Mujib, Muhammad Asyroful MUKAROMAH MUKAROMAH Muljono Muljono Muslem, Asnawi Mylova, Rezha Willy Putra Ningrum, Novita Kurnia Noor Ageng Setiyanto, Noor Ageng Norma Eralita Nurhayati Nurhayati Nurjaman, Satya Pirman Nursantri Yanti Onggo, Nico Pamungkas, Bintang Putra Dwi Prabowo, Wahyu Aji Eko Prafinda Ababil, Putri Prasetyo Adi, Muhammad Wahyu Prayoga, Yegi Pulung Nurtantio Andono Putra, Permana Langgeng Wicaksono Ellwid Putri Rachmadani, Nisa Rafid, Muhammad Rafly, Muhammad Naufal Rahayu, Linda Zulkifa Rahma, Anne Rahmah, Mulia Rajudin, Rajudin Ramadhan Rakhmat Sani Ramadhan, Fajri Rani Maharani Respati, Adnasohn Aqilla Ricardus Anggi Pramunendar Richo Kurniawan, Ibnu RISAL, SYAHLAN Riswandi, Muh Syahlan Riyanto, Indra Agus Safitri, Aprilyani Nur Safitriani, Indah Sagita, Adilah Nisrina Ayu Samangi, Arfina Sari Ayu Wulandari Sarifah Putri Raflesia, Sarifah Putri Sariman, Syahrul Sa’adah, Muna Sepe, Muslimin Silalahi, Purnama Ramadani Silvester Dian Handy Permana, Silvester Dian Handy Siregar, Karina Josephine Siti Anisah Siti Nurmaini Situmeang, Zefanya Angelica Sri Sentanu, I Gede Eko Putra Sri Winarno Sudarmin Sudibyo, Usman Suhendra Sumartono Sutomo, Rudi Tjahyo Nugroho Adji Tomy Perdana Trihandono, Donny Trisnapradika, Gustina Alfa Ulhaq, M. Jia Umar Fakhrizal, Irsyad Wahyu Ristiawan, Angga Welgaputri, Feby Wianda, Muhammad Nabiel Augis Wibawa, Yohanes Eka Winda, Nadia Oktavia Wulandari, Wita Wulansari, Rindi Yudhistira, M Halley Zahra, Lintang Aulia Zahro, Azzula Cerliana Zami, Farrikh Al Zayn, Afta Ramadhan Zulfikar Jayakusuma