Usage of fully convolutional network with clustering for traffic light detection

Yudin D., Slavioglo D.
Тип документаProceedings Article
Дата публикации2018-06-02
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In this paper we consider a traffic light detector constructed on the basis of a fully convolutional neural network for segmenting traffic lights on image and subsequent clustering, which allows us to obtain bounding boxes for traffic lights. The proposed approach is compared with one of the most effective object detectors — Single Shot Multibox detector (SSD). We implemented algorithms for objects detection on an embedded system based on the NVidia Jetson TX2 platform. Traffic light detection recall for the proposed approach is better than SSD and higher than 0.9 on both the testing and training samples from relatively small data set (500 training images and 107 testing images). Time of traffic lights detection on one frame is about 50 ms. The results of the traffic light detection prove the possibility of applying the approach based on fully convolutional neural network with clustering for embedded autonomous vehicle control systems and driver assistance systems.
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ГОСТ |
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1. Yudin D., Slavioglo D. Usage of fully convolutional network with clustering for traffic light detection // 2018 7th Mediterranean Conference on Embedded Computing (MECO). 2018.
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TY - CPAPER

DO - 10.1109/meco.2018.8406049

UR - http://dx.doi.org/10.1109/MECO.2018.8406049

TI - Usage of fully convolutional network with clustering for traffic light detection

T2 - 2018 7th Mediterranean Conference on Embedded Computing (MECO)

AU - Yudin, Dmitry

AU - Slavioglo, Dmitry

PY - 2018

DA - 2018/06

PB - IEEE

ER -

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@inproceedings{Yudin_2018,

doi = {10.1109/meco.2018.8406049},

url = {https://doi.org/10.1109%2Fmeco.2018.8406049},

year = 2018,

month = {jun},

publisher = {{IEEE}},

author = {Dmitry Yudin and Dmitry Slavioglo},

title = {Usage of fully convolutional network with clustering for traffic light detection},

booktitle = {2018 7th Mediterranean Conference on Embedded Computing ({MECO})}

}

MLA
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Yudin, Dmitry, and Dmitry Slavioglo. “Usage of Fully Convolutional Network with Clustering for Traffic Light Detection.” 2018 7th Mediterranean Conference on Embedded Computing (MECO) (2018): n. pag. Crossref. Web.