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Aji Suraji
Jurusan Teknik Sipil, Fakultas Teknik, Universitas Widyagama Malang
Aerospace Engineering Agriculture, Biological Sciences & Forestry Automotive Engineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Law, Crime, Criminology & Criminal Justice Mechanical Engineering Social Sciences Transportation Other

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Peningkatan Akurasi Penghitungan Jumlah Kendaraan dengan Membangkitkan Urutan Identitas Deteksi Berbasis Yolov4 Deep Neural Networks Rofii, Faqih; Priyandoko, Gigih; Fanani, Muhammad Ifan; Suraji, Aji
TEKNIK Vol. 42, No. 2 (2021): August 2021
Publisher : Diponegoro University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.14710/teknik.v42i2.37019

Abstract

Models for vehicle detection, classification, and counting based on computer vision and artificial intelligence are constantly evolving. In this study, we present the Yolov4-based vehicle detection, classification, and counting model approach. The number of vehicles was calculated by generating the serial number of the identity of each vehicle. The object is detected and classified, marked by the display of bounding boxes, classes, and confidence scores. The system input is a video dataset that considers the camera position, light intensity, and vehicle traffic density. The method has counted the number of vehicles: cars, motorcycles, buses, and trucks. Evaluation of model performance is based on accuracy, precision, and total recall of the confusion matrix. The results of the dataset test and the calculation of the model performance parameters had obtained the best accuracy, precision. Total recall values when the model testing was carried out during the day where the camera position was at the height of 6 m and the loss of 500 was 83%, 93%, and 94%. Meanwhile, the lowest total accuracy, precision, and recall were obtained when the model was tested at night. The camera position was at the height of 1.5 m, and 900 losses were 68%, 77%, and 78%.
Co-Authors - Mulyono, - A Halim A. T. Sudjianto Abdul Halim Abdul Rahman, Aburizal Achmat Insana Masruchi Indroyono Agostinha Maria Da Silva Ximenes Agus Tugas Sudjianto Agus Tugas Sudjianto Agus Tugas Sudjianto Agus Tugas Sujianto Amin Rais Anis Qustoniah Anwar Anwar Ardiansyah, Muh Dinul Ayuningtyas, Firda Hani Cahyawardani, Anisa Regita Cakrawala, Mohamad Cakrawala, Muhamad Candra Aditya Carissa Maulida Qomariyah D. Irawan D. Yuniar Dafid Irawan Dedy Usman Effendy Dewa Ketut Sudarsana Fanani, Muhammad Ifan Faqih Rofii Fatima M J Soares Carlos Fatkhurrozi, Muhamamad Gholiqul Amrodh Alawy Hafum, Emanuel Paihaf Halim, Abdu Halim, Lusiani Ferelia Hani Ayuningtyas, Firda Hanif Rahman Maulana Hariyanto Harnen Sulistio Harnen Sulistio Hendrikus Samara Henri Siswanto I. W. Gasa, Yulius Ika Salsabila Nurahida Indrawati, Astri Ismatova Dilafruz Tuymuratovna Joao Marcal Ximenes Julius Tunabenani kela, Bernadino dimat Loe, Hilarius Mali Lucas Amaral Do Rosario Lukman Hakim M Cakrawala M.i Fatkhurrozi Mardiana, Sela Maria Dehi Mboru Martinus B Kela Maulana, Yusril Iqbal Merkurius Sanam Mohamad Cakrawala Mohamad Cakrawala Mohamad Yusri bin Aman Mulyono Mulyono Nara Desyana Nasharuddin Mas Ngudi Tjahjono Ningrum, Murniati Novem Wijaya Noor Aisyah, Yuniar Adeline Pandina, Siska Prabangkara, Ramadhana Luhur Prabowo Prabowo Pranoto Pranoto Prima Safitri Ayundaningtyas Priyandoko Gigih Purwaningsih, Anis Putra, Bisma Arbiansha Putro, Dwi Adi Qomariyah, Carissa Maulida Rafiko Yahya Ramadhana Luhur Prabangkara Ramadhani, Muhammad Rizal Regina Beribi Kedang, Maria Reza Rafi Saputra Richard F Litelnoni Riman Riman Riman Riman RIMAN, RIMAN Riza, M. Afiful Rumangun, Yustina Rumra, Fadila Sahro, Hanifatus Santoso, Rochmad Bagus Sari, Khinanti Puspita Sirajuddin Sirajuddin SRI RAHAYU SURVIVAL - - Syahriar B. Effendy Syahriar B. Effendy Tarapraing, Hardiwan Taufikkurrahman Toifin Nanang Prasetyo Tugas Sudjianto, Agus Tuymuratovna, Ismatova Dilafruz Uba, Nur Asri Ainun Wardani, Lili Kurnia Yohanes M Punuf Yunitasari Zakaria, Dicky