DFR-TSD: A Deep Learning Based Framework for Robust Traffic Sign Detection Under Challenging Weather Conditions

Robust traffic sign detection and recognition (TSDR) is of paramount importance for the successful realization of autonomous vehicle technology. The importance of this task has led to vast amount of research efforts and many promising methods have been proposed in the existing literature. However, m...

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Veröffentlicht in:	IEEE transactions on intelligent transportation systems Jg. 23; H. 6; S. 5150 - 5162
Hauptverfasser:	Ahmed, Sabbir, Kamal, Uday, Hasan, Md. Kamrul
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	New York IEEE 01.06.2022 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Schlagworte:	Artificial neural networks Benchmark testing challenging condition Coders convolutional neural network Datasets Encoders-Decoders enhancement Image classification Image color analysis Image enhancement Lenses Machine learning modular approach Performance degradation Rain Recall Robustness Task analysis Traffic control Traffic sign detection traffic sign recognition Traffic signs Training Videos Weather
ISSN:	1524-9050, 1558-0016
Online-Zugang:	Volltext
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