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Wawan Setiawan
Universitas Pendidikan Indonesia
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Detection of Motorcycles on Highways Using Faster R-CNN Based on VGG16 Moch Dian Lazuardi Yudha; Wawan Setiawan; Yaya Wihardi
Journal of Computers for Society Vol 4, No 1 (2023): JCS: June 2023
Publisher : Universitas Pendidikan Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.17509/jcs.v4i1.71179

Abstract

This research aims to develop an object detection system with input in the form of image data in free size. The development of an object detection system model was carried out by applying Machine Learning to overcome object detection in an image using the Faster R-CNN method based on the VGG16 algorithm. The system developed produces a bounding box for an object in the image. System development was carried out in the Python programming language by utilizing several libraries such as Keras. Experiments were carried out by measuring the loss value of the training data entered into the system. The experimental results show that the resulting information is proven to be able to detect objects in a given image. This system can produce information based on image data that has been trained with this system. This study used two experiments which obtained a loss value of 0.0601 in the first study and 0.1211 in the second study.
Co-Authors A. Suhandi Acep Aris Mubarok Achmad Samsudin Ade Gafar Abdullah, Ade Gafar Agi Firmansyah Agi Firmansyah Agus Setiawan Aim Abdulkarim Alivermana Wiguna Andi Suhandi Andi Suhandi Anna Permanasari Any Fitriani Anzir Tanjung Ari Widodo Arifah Rahayu ariman ariman Asep Sigit Pranamulya Aulia Iskandarsyah Bahar Nugraha Praja Desmala Sari Diana Safitri Didik Priyandoko Effendy Effendy Eka Fitrajaya Rahman Eki Nugraha Elya Hartini Enjun Junaeti Erlangga, Erlangga Evi Novianti Fariati Fariati Fatimah Setiani Fitri Kurniati Fransisca Sudargo Tapilouw Gunawan, Kadek Dwi Hendratma Hana Lestari Heni Safitri HERNANI - Herry Sofyan Ida Hamidah IDA HODIYAH Ida Kaniawati Ismail Ismail Juwairiah Juwairiah Kadek Dwi Hendratma Gunawan Kama Abdulhakam Ketut Gunawan KL Putri Kurniawan, Iwan Setia L Liliasari Lala Septem Riza Liliasari Liliasari , Mahmoud Fahsi Masrifah, Masrifah Moch Dian Lazuardi Yudha Muhammad Ramdan Pamungkas Nana Supriatna Nia Nurdiani Nirsetyo Wahdi Nuryani Rustaman Octavianus Lumban Tobing Oding Syafruddin Syafruddin P Sinaga Parlindungan Sinaga Parlindungan Sinaga Parlindungan Sinaga Parsaoran Siaahan Parsaoran Siahaan Puspo Dewi Dirgantari Putut Sri Wijayanto Raden Ahmad Hadian Adhy Permana* Rahmat Rizal Restu Rinda Wijaya Ridwan Siskandar Rosmiati Rosmiati Rossy Rossy Agustriyanda Safitri, Koko Satriawan, Muhammad Siti Sriyati Sri Anggraeni Sugianto Sugianto TATI NURHAYATI Thoha Firdaus Topik Hidayat Tri Endro Pranowo Tyas Farrah Dhiba Ute Lies Siti Khadijah Vioreza, Niken Wahyuni Handayani Wibisono, Yudi Wihardi, Yaya Willyanto Kartiko Kusumo Wiweka Wiweka Yudhitiya Dyah Sukmadewi, Yudhitiya Dyah Yulianti Yusal Yulianti Yusal Yulina, Indah Karina Yulison Herry Chrisnanto Yunina Surtiana Yunina Surtiana