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Toyib, Rozali
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Journal : Progresif: Jurnal Ilmiah Komputer

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Sistem Pengenalan Wajah Dengan Metode Template Matching Berdasarkan Struktur Wajah Dan Kornea Mata Regiza Dara Lista; Rozali Toyib
Progresif: Jurnal Ilmiah Komputer Vol 21, No 2 (2025): Agustus
Publisher : STMIK Banjarbaru

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35889/progresif.v21i2.3058

Abstract

Implementing an attendance system that relies on facial recognition as a replacement for conventional attendance still presents several technical challenges, such as low detection accuracy in low-light conditions, fluctuations in facial expressions, or when employees wear additional elements such as masks and glasses. To overcome these weaknesses in the facial recognition system, a template matching method is used that focuses on facial structure and corneal features. This technique works by matching the original image with a reference pattern (template) stored in a database, thus enabling identification to be carried out on unique and stable facial areas, such as facial structure and cornea. The results of the template matching method testing aimed at facial and corneal recognition showed satisfactory performance in identifying users, with an accuracy rate reaching 84.44% from a total of 45 tests conducted on 15 employees. In addition, the use of local features such as the cornea has proven to be very helpful in improving identification accuracy, especially in real environments with diverse conditions.Keywords: Attendance system; Facial recognition; Cornea and face; Template matching AbstrakPenerapan sistem absensi yang mengandalkan pengenalan wajah sebagai pengganti absensi konvensional masih menghadirkan beberapa tantangan teknis, seperti akurasi deteksi yang rendah dalam kondisi cahaya minim, fluktuasi ekspresi wajah, atau ketika karyawan mengenakan elemen tambahan seperti masker dan kacamata. Untuk mengatasi kelemahan dalam sistem pengenalan wajah, digunakan metode pencocokan template yang berfokus pada struktur wajah serta fitur kornea mata. Teknik ini berfungsi dengan cara mencocokkan gambar asli dengan pola acuan (template) yang sudah disimpan dalam database, sehingga memungkinkan identifikasi dilakukan pada area wajah yang unik dan stabil, seperti struktur wajah dan kornea. Hasil dari pengujian metode pencocokan template yang ditujukan untuk pengenalan wajah dan kornea mata menunjukkan performa yang memuaskan dalam mengidentifikasi pengguna, dengan tingkat akurasi mencapai 84,44% dari total 45 pengujian yang dilakukan terhadap 15 karyawan. Selain itu, penggunaan fitur lokal seperti kornea mata terbukti sangat membantu dalam meningkatkan akurasi identifikasi, terutama di lingkungan nyata yang memiliki beragam kondisi.Kata Kunci: Sistem absensi; Pengenalan wajah; Kornea mata dan wajah; Template matching
Co-Authors Abdullah, Dedy Abimanyu, Ageng Achmad Nurcholis, Ivan Affandi Mussa, Anitya Putri Afriandi, Rahmad Agung Prabowo Agusdi Syafrizal Agusdi Syafrizal, Agusdi Aldino Discrise Amartya Wayitno Andika Putra Anggraini, Ani Anugrah Ilahi, Puja Apridiansyah, Yovi Ardi wijaya Arisandi, Vini Aryo Dwi Wardana Aulia, Nica Beni Juanda Cahyo Saputra Cheka, Julyane Kevin Dandi Sunardi Dani, Aliman dany Adhi wibowo Darnita, Yulia Dedy Abdullah Dedy Agung Prabowo Dedy Prabowo Della, Della Rahma Deva, Alba Ragil Sutra Diatama, Pradika Doni Fareza, Ahmad Egia Apriansyah Fransisco, Nochi Erfindo Gunawan Gunawan Gunawan Gunawan Guntur Alam Handayani, Sri Handoko, Reza Kharisma Hanif, Patri Harry Witriyono Hendri Wibowo, Sastya Hesti Lestari hidayah, agung kharisma Hidayat, Mehadi Tri Hidayat, Muhammad Husni Hidayat, Roki Ikhlasul, Ridho ikram, Ridho Imanullah, Muhammad Intan Saraswati Pangumbaran Islan Wardiman Isnadia, Yusi Iwan Bustami Jay, Hendri Jaya, Hendri Joka Jasri Joshi, Jericko Vivaldo Juanda, Beni Juhardi, Ujang Khairullah, Khairullah Khairunnisyah, Khairunnisyah Khakim, Ahmad Nuril Kharisma , Agung Kontesa, Ronaldo Kusnadi, Afrinando Kusnadi Lena Utami Luh Putu Ratna Sundari M Yoka Fathoni M. Husni Rifqo M. Imanullah, M. Imanullah Mahfuzi, A.R Walad Marga Handayani, Kurnia marhalim, marhalim Maria Veronika, Nuri David Miadsyah, Muhammad Milantiano , Milantiano Muhammad Febriansyah Muntahanah Muntahanah Muntahanah, Muntahanah Muthia Khanza Netra Ayu Nica Aulia Novrialdi, Tito Nur Faizin Onsardi, Onsardi Pahrizal, Pahrizal Pangumbaran, Intan Saraswati Pirdaus, M Sapta Pradika Diatama Puji Rahayu Putra, Adeyansyah Putra, Yebri Raflles, Richard Rahmadhini, Fira Rahmadona, Evita Ramadhan, Arya Gilang Rany Marantika Regiza Dara Lista Renaldi Renaldi Restite Kalera Retno Vinasti Reza Kharisma Handoko Rika Rahmawati Riman, Gugi Walus Riri Rumbiyiani Ririn Apriza Ristontowi, Ristontowi safitri, melinia Sahputry, Feby Ayu Sastya Hendri Wibowo Sastya Hendri Wibowo Wibowo Sastya Wibowo Sismelindo, Febrian Sismelindo Sonia Marantika Sonita, Anisya Sugianto, Melani Sundari, Weti Surya Ade Saputera Susanto, Afensyah Teguh Wibowo Tito Novrialdi Tri Astuti ujang juhardi Veronica, Nuri David Maria Veronika, Nuri Wahyu Nugroho Wahyudi, Irvan Waluyo wibowo, dany Adhi Wijaya, Ardi Wijaya, Nur Ade Wilio Papian Witriyono, Harry Yayang Kurniawan Yebri Putra Yudistira Yudistira Yulia Darmi Yulia Darnita yuliadarnita yuliadarnita yuliadarnita, yuliadarnita Yuza Reswan