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DOI 10.3390/s120201148

Медицинская библиотека · Sensors (Basel, Switzerland) · 2012

Complete vision-based traffic sign recognition supported by an I2V communication system.

García-Garrido Miguel A, Ocaña Manuel, Llorca David F, Arroyo Estefanía, Pozuelo Jorge, Gavilán Miguel

СтатьяПоддержка исследования: вне правительства СШАПеревод пока не подготовлен

Аннотация

This paper presents a complete traffic sign recognition system based on vision sensor onboard a moving vehicle which detects and recognizes up to one hundred of the most important road signs, including circular and triangular signs. A restricted Hough transform is used as detection method from the information extracted in contour images, while the proposed recognition system is based on Support Vector Machines (SVM). A novel solution to the problem of discarding detected signs that do not pertain to the host road is proposed. For that purpose infrastructure-to-vehicle (I2V) communication and a stereo vision sensor are used. Furthermore, the outputs provided by the vision sensor and the data supplied by the CAN Bus and a GPS sensor are combined to obtain the global position of the detected traffic signs, which is used to identify a traffic sign in the I2V communication. This paper presents plenty of tests in real driving conditions, both day and night, in which an average detection rate over 95% and an average recognition rate around 93% were obtained with an average runtime of 35 ms that allows real-time performance.

Для цитирования: García-Garrido Miguel A, Ocaña Manuel, Llorca David F, Arroyo Estefanía, Pozuelo Jorge, Gavilán Miguel. Complete vision-based traffic sign recognition supported by an I2V communication system.. Sensors (Basel, Switzerland). 2012. DOI: 10.3390/s120201148.

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