Classification of Vehicle Type on Indian Road Scene Based on Deep Learning

Title

Classification of Vehicle Type on Indian Road Scene Based on Deep Learning

Creator

Arunkumar K.L.; Danti A.; Manjunatha H.T.; Rohith D.

Description

In Recent days an intelligent traffic system [ITS] is implemented on indian traffic sytem. Different applications are widely used to improvies the performance of the system. To improve the intelligence of the system deep learning can used to classify the vehicles into three different classes. The combination of Faster RCNN classifier and RPN can used to detect the objects and classify those objects into different classes. Analysis of the experimental results shows the improved accuracy and efficiency in classifying the vehicles on indian roads into different categories. 2021, Springer Nature Singapore Pte Ltd.

Source

Communications in Computer and Information Science, Vol-1380, pp. 183-192.

Date

2021-01-01

Publisher

Springer Science and Business Media Deutschland GmbH

Subject

Deep learning; Faster R-CNN; Intelligent traffic system (ITS); Region Proposal Network (RPN)

Coverage

Arunkumar K.L., Department of MCA, Jawaharlal Nehru National College of Engineering, Shimoga, Karnataka, India; Danti A., Computer Science and Engineering, CHRIST (Deemed to be University), Bengalore, Karnataka, India; Manjunatha H.T., Department of MCA, Jawaharlal Nehru National College of Engineering, Shimoga, Karnataka, India; Rohith D., NMIT, Banglore, Karnataka, India

Rights

Restricted Access

Relation

ISSN: 18650929; ISBN: 978-981160506-2

Format

Online

Language

English

Type

Conference paper

Identifier

https://doi.org/10.1007/978-981-16-0507-9_16

https://www.scopus.com/inward/record.uri?eid=2-s2.0-85103246813&doi=10.1007%2f978-981-16-0507-9_16&partnerID=40&md5=d9f1f1403d26e0bc2791fb4dc43cac63