Real-time notification system of moving obstacles in vehicle-camera images using SSD and safe zones

© 2020 IEEE. Road accidents are caused by a variety of reasons. Having something cutting in front of the car is one of the causes of the accident. Although the current hardware technology may be available to detect objects to prevent the accidental cause, such technology is still expensive, comparin...

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Main Authors: Panick Chiewcharn, Varin Chouvatut
Format: Conference Proceeding
Published: 2020
Subjects:
Online Access:https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85084044569&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/70451
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Institution: Chiang Mai University
id th-cmuir.6653943832-70451
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spelling th-cmuir.6653943832-704512020-10-14T08:31:30Z Real-time notification system of moving obstacles in vehicle-camera images using SSD and safe zones Panick Chiewcharn Varin Chouvatut Computer Science Decision Sciences © 2020 IEEE. Road accidents are caused by a variety of reasons. Having something cutting in front of the car is one of the causes of the accident. Although the current hardware technology may be available to detect objects to prevent the accidental cause, such technology is still expensive, comparing to relying upon only a front camera. We thus propose a real-time analysis of images captured from a front camera to detect objects cutting in front of the car and create a warning system for the purpose. Our method of detecting and tracking objects names the single shot multi box detector, used with pre-trained object detection models. We contribute situations where objects moving with x-axis acceleration and how our regions of interest are determined, based on the actual measurement. If the object has an acceleration in the x-axis and is in the regions of interest, the system will alert the driver to make the right decision in order to prevent road accidents. 2020-10-14T08:31:07Z 2020-10-14T08:31:07Z 2020-01-01 Conference Proceeding 2-s2.0-85084044569 10.1109/KST48564.2020.9059371 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85084044569&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/70451
institution Chiang Mai University
building Chiang Mai University Library
continent Asia
country Thailand
Thailand
content_provider Chiang Mai University Library
collection CMU Intellectual Repository
topic Computer Science
Decision Sciences
spellingShingle Computer Science
Decision Sciences
Panick Chiewcharn
Varin Chouvatut
Real-time notification system of moving obstacles in vehicle-camera images using SSD and safe zones
description © 2020 IEEE. Road accidents are caused by a variety of reasons. Having something cutting in front of the car is one of the causes of the accident. Although the current hardware technology may be available to detect objects to prevent the accidental cause, such technology is still expensive, comparing to relying upon only a front camera. We thus propose a real-time analysis of images captured from a front camera to detect objects cutting in front of the car and create a warning system for the purpose. Our method of detecting and tracking objects names the single shot multi box detector, used with pre-trained object detection models. We contribute situations where objects moving with x-axis acceleration and how our regions of interest are determined, based on the actual measurement. If the object has an acceleration in the x-axis and is in the regions of interest, the system will alert the driver to make the right decision in order to prevent road accidents.
format Conference Proceeding
author Panick Chiewcharn
Varin Chouvatut
author_facet Panick Chiewcharn
Varin Chouvatut
author_sort Panick Chiewcharn
title Real-time notification system of moving obstacles in vehicle-camera images using SSD and safe zones
title_short Real-time notification system of moving obstacles in vehicle-camera images using SSD and safe zones
title_full Real-time notification system of moving obstacles in vehicle-camera images using SSD and safe zones
title_fullStr Real-time notification system of moving obstacles in vehicle-camera images using SSD and safe zones
title_full_unstemmed Real-time notification system of moving obstacles in vehicle-camera images using SSD and safe zones
title_sort real-time notification system of moving obstacles in vehicle-camera images using ssd and safe zones
publishDate 2020
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85084044569&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/70451
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