Journal of Computers for Society
Vol 4, No 1 (2023): JCS: June 2023

Detection of Motorcycles on Highways Using Faster R-CNN Based on VGG16

Moch Dian Lazuardi Yudha (Universitas Pendidikan Indonesia)
Wawan Setiawan (Universitas Pendidikan Indonesia)
Yaya Wihardi (Universitas Pendidikan Indonesia)



Article Info

Publish Date
14 Jun 2024

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.

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Journal Info

Abbrev

JCS

Publisher

Subject

Computer Science & IT Engineering Library & Information Science Mathematics

Description

The Journal invites original articles and not simultaneously submitted to another journal or conference. The whole spectrum of computer science are welcome, which includes, but is not limited to - Artificial Intelligence, IoT and Robotics - Data Analysis and Big Data - Multimedia and Design, - ...