Cargando…

Real-Time Traffic Light Detection with Frequency Patterns Using a High-Speed Camera

LEDs are widely employed as traffic lights. Because most LED traffic lights are driven by alternative power, they blink at high frequencies, even at twice their frequencies. We propose a method to detect a traffic light from images captured by a high-speed camera that can recognize a blinking traffi...

Descripción completa

Detalles Bibliográficos
Autores principales: Yabuuchi, Kento, Hirano, Masahiro, Senoo, Taku, Kishi, Norimasa, Ishikawa, Masatoshi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7411834/
https://www.ncbi.nlm.nih.gov/pubmed/32698522
http://dx.doi.org/10.3390/s20144035
_version_ 1783568470228598784
author Yabuuchi, Kento
Hirano, Masahiro
Senoo, Taku
Kishi, Norimasa
Ishikawa, Masatoshi
author_facet Yabuuchi, Kento
Hirano, Masahiro
Senoo, Taku
Kishi, Norimasa
Ishikawa, Masatoshi
author_sort Yabuuchi, Kento
collection PubMed
description LEDs are widely employed as traffic lights. Because most LED traffic lights are driven by alternative power, they blink at high frequencies, even at twice their frequencies. We propose a method to detect a traffic light from images captured by a high-speed camera that can recognize a blinking traffic light. This technique is robust under various illuminations because it can detect traffic lights by extracting information from the blinking pixels at a specific frequency. The method is composed of six modules, which includes a band-pass filter and a Kalman filter. All the modules run simultaneously to achieve real-time processing and can run at 500 fps for images with a resolution of 800 × 600. This technique was verified on an original dataset captured by a high-speed camera under different illumination conditions such as a sunset or night scene. The recall and accuracy justify the generalization of the proposed detection system. In particular, it can detect traffic lights with a different appearance without tuning parameters and without datasets having to be learned.
format Online
Article
Text
id pubmed-7411834
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-74118342020-08-25 Real-Time Traffic Light Detection with Frequency Patterns Using a High-Speed Camera Yabuuchi, Kento Hirano, Masahiro Senoo, Taku Kishi, Norimasa Ishikawa, Masatoshi Sensors (Basel) Article LEDs are widely employed as traffic lights. Because most LED traffic lights are driven by alternative power, they blink at high frequencies, even at twice their frequencies. We propose a method to detect a traffic light from images captured by a high-speed camera that can recognize a blinking traffic light. This technique is robust under various illuminations because it can detect traffic lights by extracting information from the blinking pixels at a specific frequency. The method is composed of six modules, which includes a band-pass filter and a Kalman filter. All the modules run simultaneously to achieve real-time processing and can run at 500 fps for images with a resolution of 800 × 600. This technique was verified on an original dataset captured by a high-speed camera under different illumination conditions such as a sunset or night scene. The recall and accuracy justify the generalization of the proposed detection system. In particular, it can detect traffic lights with a different appearance without tuning parameters and without datasets having to be learned. MDPI 2020-07-20 /pmc/articles/PMC7411834/ /pubmed/32698522 http://dx.doi.org/10.3390/s20144035 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Yabuuchi, Kento
Hirano, Masahiro
Senoo, Taku
Kishi, Norimasa
Ishikawa, Masatoshi
Real-Time Traffic Light Detection with Frequency Patterns Using a High-Speed Camera
title Real-Time Traffic Light Detection with Frequency Patterns Using a High-Speed Camera
title_full Real-Time Traffic Light Detection with Frequency Patterns Using a High-Speed Camera
title_fullStr Real-Time Traffic Light Detection with Frequency Patterns Using a High-Speed Camera
title_full_unstemmed Real-Time Traffic Light Detection with Frequency Patterns Using a High-Speed Camera
title_short Real-Time Traffic Light Detection with Frequency Patterns Using a High-Speed Camera
title_sort real-time traffic light detection with frequency patterns using a high-speed camera
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7411834/
https://www.ncbi.nlm.nih.gov/pubmed/32698522
http://dx.doi.org/10.3390/s20144035
work_keys_str_mv AT yabuuchikento realtimetrafficlightdetectionwithfrequencypatternsusingahighspeedcamera
AT hiranomasahiro realtimetrafficlightdetectionwithfrequencypatternsusingahighspeedcamera
AT senootaku realtimetrafficlightdetectionwithfrequencypatternsusingahighspeedcamera
AT kishinorimasa realtimetrafficlightdetectionwithfrequencypatternsusingahighspeedcamera
AT ishikawamasatoshi realtimetrafficlightdetectionwithfrequencypatternsusingahighspeedcamera