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All Journal JSM (Jurnal SIFO Mikroskil) Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) ELKOMIKA: Jurnal Teknik Energi Elektrik, Teknik Telekomunikasi, & Teknik Elektronika Panrita Abdi - Jurnal Pengabdian pada Masyarakat JURNAL MEDIA INFORMATIKA BUDIDARMA JUTEI (Jurnal Terapan Teknologi Informasi) Jurnal Riset Informatika MULTINETICS IJAIT (International Journal of Applied Information Technology) Almufi Jurnal Pengabdian kepada Masyarakat eProceedings of Engineering Community Service Seminar and Community Engagement (COSECANT) Journal of Computer Engineering: Progress, Application and Technology Jurnal Nasional Sains dan Teknik
ANGGUNMEKA LUHUR PRASASTI
Telkom University
Religion Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mathematics Social Sciences Other

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Journal : MULTINETICS

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Prediksi Keputusan Juri Pencarian Bakat Berdasarkan Ekspresi Wajah Menggunakan Analis VGG16 dan Fuzzy Fikriansyah, Fakhruddin; Prasasti, Anggunmeka Luhur; Marisa W. Paryasto
MULTINETICS Vol. 8 No. 2 (2022): MULTINETICS Nopember (2022)
Publisher : POLITEKNIK NEGERI JAKARTA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32722/multinetics.v8i2.4705

Abstract

Expression is a human communication tool to express feelings. Currently, facial expression recognition technology continues to be developed by research to improve the quality of the technology. With this, existing models will be developed in order to predict human decisions based on facial expressions. This final project uses the modified VGG16 architecture as a facial expression classification model. The datasets used for classification are FER-2013 Modification into five expressions, namely angry, disgust, happy, neutral, and surprised, with a total data of 23910. The classification model is used to read the jury's facial expressions via video in the prediction model. The result of the expression that is read will be calculated using Fuzzy Logic in determining the jury's decision with the result of 'yes' or 'no'. The results of testing the Modified VGG16 Architecture using the best combination of parameters were obtained with epoch 100, batch size 32, learning rate 0.0001, and data split 10% for validation to obtain training accuracy of 93% and validation accuracy of 86%. The model is evaluated by testing data of 10% outside of the training data, obtaining a test accuracy of 85%. The classification report from the evaluation obtained a precision of 84%, a recall of 82%, and an f1-score of 83%. The resulting model has a good performance in classifying facial expressions compared to VGG16. The results of the judge's decision prediction using fuzzy obtained a correct prediction of 20:20 from the number of test samples.
Co-Authors Abdi, Diaz Adhia Dinda Sofia Afifah Masyhur Adhitama, Taufiq Gilang Agus Virgono Alfarisi, Muhammad Haekal Alfarrelwijaya, Dheandra Alfitrah, Raudhafilhaq Ali Fahmi Perwira Negara Andaru, Rizki Fauzi Andrew Brian Osmond Anggraini, Ratika Dwi Annisa Farhah Ariefani , Alfaridzi Muhammad Armain Hidayatullah, Muhammad Ashri Dinimaharawati Asti Novianty Basuki, Muhammad Fadhil Nararya Budhi Irawan Burhanuddin Dirgantoro Candrasyah H, Faisal Candrasyah Hasibuan, Faisal Casi Setianingsih Daniar, Ivan Denny Meilika Setiawati Deyan Havith Dailamy Dhiaulhaq, Muhammad Althaf Dhiyaul Haq, Muhammad Difa Diputra, Hadid Candra Erlangga Maulana Muhammad Fachry Reiza Fadli, Muhammad Nur Fahri Nuralim Faisal Candrasyah Hasibuan Fajri, Farhan Ulil FAJRI, SETIO EKA Fazril, Ibnu Fikri , Rifqi Muhammad Fikriansyah, Fakhruddin Firdaus, Alvaro Ahmad Gede Ardi Herdiana GHOFAR, MUHAMMAD ABDUL Goenadiningrat, Jeahan Fitria Habibi, Rizqullah Imamuddin Hanif Nilam Pratama Adiarso Hartono, Aditya Firmansyah Ibrahim, Muhammad Yuzzaf Iftitahrira Aulia Rahmi Inung Wijayanto Irawan, Harvan Nurluthfi Ismah Putri Dewanti Jaisy Malikulmulki Arasy Jamila , Andi Cleopatra Maryam Kusnady, Rizky Eka Putra Kusumo, Atallah Satrio Ledya Novamizanti Leo Putra Simanjuntak Mahendra, Dimas Putra Mahfuz, Muhammad Rafi Marisa W. Paryasto Marisa W. Paryasto Marlindia Ike Sari Maulana, Cholasih Ryan Mertu, Aidi Miftah Meinaldi Nurrochman Mohamad Alfaj’ri Mohamad Ilyas, Andi Muhammad Garma Asyam Rianto Muhammad Haekal Alfarisi Muhammad Kurnia Sandi Muhammad Rizqy Alfarisi Muhammad Zaki Mustofa Restu Adi Nabila Setya Utami Nashar Luthfi Sugara Negara, Ali Fahmi Perwira Novianty, Astri Nugraha, Alvin Yoga Nur Hilman Tsani Paryasto , Marisa W. Pasi, Muhammad Haekal Panderadja Prakoso, Mochamad Rafi Alfian Prasetya, Harry Pratama, Muhammad Farras Adi Purba Daru Kusuma R Rumani M Rafif Ansyari Siregar Rahma, Dinda Rahmadina, Rizka Ramadhan, Achmad Rionov Faddillah Randy Erfa Saputra Randy Hamzah Hardianto Ratna Astuti Nugrahaeni Razendra Zahran Firdaus RENDIKA, ANANDA Reza Rendian Septiawan Rezwandi, Fiqri Aqilah Risqulla, Fajra Riswandi, M. Ghalib Rizal, Mochammad Fahru Rizki Akbari Tamin Rochmawati Rohman, Hamzah Nur Roswan Latuconsina Ruslan , Ramah Rinaldi Ruslan, Ramah Rinaldi Salimah, Hurin Savrylia, Dewi Intan Setiady, Rogers Dwiputra Siagian, Dwi Saputra Sopar Sidabalok, Samuel Robert Romulus Sugondo Hadiyoso Sulaeman, Ikhsar Suryo Adhi Wibowo Syarifah Faisa Nurahmani Taufiq Gilang Adhitama Thalib, Wildan Tito Waluyo Purboyo Tora Fahrudin Umar, Ali Whibi Waskita Wicaksono Widodo, Muhammad Faiz Anindyo Wildan Panji Tresna Zakir, Gilman Muslih