Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Proceeding of the Electrical Engineering Computer Science and Informatics

The Improved Artificial Neural Network Based on Cosine Similarity in Facial Emotion Recognition Kartika Candra Kirana; Slamet Wibawanto; Nur Hidayah; Gigih Prasetyo Cahyono
Proceeding of the Electrical Engineering Computer Science and Informatics Vol 6: EECSI 2019
Publisher : IAES Indonesia Section

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eecsi.v6.1938

Abstract

In this study, we present the improved artificial neural network based on cosine similarity in facial emotion recognition. We apply a shifting window that employs neural network for two concurrent processes consisting of face detection and emotional recognition. In order to prevent the slow and futile computations, non-face areas need to be filtered from neurons on each network layer, thus we propose the improved artificial neural network based on cosine similarity. Cosine similarity is employed to bypass the process of non-face areas in neural network. The accuracy of the proposed method reaches 0.84, while the accuracy of the original neural network method reaches 0.74. It can be concluded that our methods work accurately.proposed method is superior to the state-of-the-art algorithms.
Co-Authors . Pramono Achmad Miftachul ilmi Adi Atmoko Afdal Afdal Afriyadi Sofyan, Afriyadi Agrery Ayu Nadiarenita Agrery Ayu Nadiarenita Aji Prasetyo Wicaksono Alimul Muniroh Aminullah Aminullah Andi Mappiare AT Andi Mappiare AT Andi Mappiare-AT Anis Tri Yuliana Anis Tri Yuliana Arbin Janu Setiyowati, Arbin Ari Dwi Yudhianto Asrowi Bambang Budi Wiyono Blasius Boli Lasan Cahyono, Gigih Prasetyo Carolina Ligya Radjah, Carolina Ligya Dinda Putri Abadi Diniy Hidayatur Rahman Edmawati, Mahmuddah Dewi Fakhrudin Mutakin Faza Kasyiva Az-Zahra Feny Andriyanti Fifi Khoirul Fitriyah Fitri Wahyuni Fitri Widya Ningsih Gigih Prasetyo Cahyono Hafifuddin Nur Hanafi, Husni Hari Wisodo, Hari Herda Fitri Br Ginting I Nyoman Sudana Degeng IM. Hambali Imanuel Hitipeuw Iqbal Khoirul Burhani Izul Haidi Afdilah Jemi Dadang Kresnawan Jihan Zul Fahmi Juwita Finayanti Kartika Candra Kirana Krisphianti, Yuanita Dwi Layli Novita Lutfi Fauzan Luthfita Cahya Irani M Khoirudin Jalil M. Ramli M. Zahid Yusron Maghfirotul Amalia Mega Rahma Fitriani Mila Yunita Mirza Alvira Moch. Syihabudin Nuha Moh. Bisri Moh. Irtadji Muh. Nur Alamsyah Mukhtar Zarkasih Harahap Mursyidul Ibad Muslihati Mu’alfani Arsana Putri Nanda Alfan Kurniawan Nanda Alfan Kurniawan Nandang Budiman Nandang Rusmana Narno Narno Ninik Trimariya Nofita Puspitasari Nur Eva Nur Mega Aris Saputra Oktasari, Maria P. H Livana Palasara Brahmani Laras Pravissi Shanti Rachel Devita Suharto Ratna Afiah Awwalu Rohmah Ratna Wulandari Richma Hidayati Rizka Apriani Rofiqoh Rofiqoh Rofiqoh Rofiqoh Roiyan One Febriani Santoso Santoso Sisca Folastri Siti Aminah Slamet Wibawanto Stevani, Hayu Sukria Ahsan Sutopo Sutopo Tri Cahyono Triyono Triyono Tutut Chusniah Urin Laila Sa’adah Usrotun Diniyah Veno Dwi Krisnanda Wahyu Nanda Eka Saputra, Wahyu Nanda Eka Y Mentari Catur Riyadi Ningsih Youarti, Inta Elok Yuliati Holifah Yunistia Prahastini Zeti Novitasari