A Review of Deep Learning Techniques in Traffic Rule Detection System Using ADAS

Tanishq Soni; Dr. Saurabh Raj

A Review of Deep Learning Techniques in Traffic Rule Detection System Using ADAS

December 2024

Vol-10, Issue-6

Paper ID: 25408

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

Deep Learning, Advanced Driver Assistance Systems

Keywords

Deep Learning ADAS Traffic Rule Detection Convolutional Neural Networks Speed Limit Compliance Traffic Sign Recognition

Abstract

While autonomous driving is gradually affecting many traffic rules, speed compliance -amongst several others- assumes a very important place. Deep learning and machine learning-based Advanced Driver Assistance Systems may then be able to help in traffic safety by automatically enforcing adherence to the rules in place. This review considers deep learning-based detection systems for traffic rules, which are narrowed down to real-time traffic sign recognition and automatic enforcement of speed limits. The implementation of high-profile models like CNN and Mask R-CNN used to detect speed limit signs; once spotted, it activates within the vehicle to prevent the driver from moving beyond the detected speed limit.

License

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Author Information

#	Name	Institute / Affiliation
1	Tanishq Soni	Poornima Technology Institute of Engineering and Technology
2	Dr. Saurabh Raj	Poornima Technology Institute of Engineering and Technology

How to Cite

Use the following formats to cite this article in your research.

APA Style

Soni, Tanishq & Raj, Dr. Saurabh (2024). A Review of Deep Learning Techniques in Traffic Rule Detection System Using ADAS. International Journal of Advance Research and Innovative Ideas In Education, 10(6), 1161-1171.

MLA Style

Soni, Tanishq, and Dr. Saurabh Raj. "A Review of Deep Learning Techniques in Traffic Rule Detection System Using ADAS." International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 6, 2024, pp. 1161-1171.

IEEE Style

Tanishq Soni and Dr. Saurabh Raj, "A Review of Deep Learning Techniques in Traffic Rule Detection System Using ADAS," International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 6, pp. 1161-1171, 2024.

Vancouver Style

Soni Tanishq, Raj Dr. Saurabh. A Review of Deep Learning Techniques in Traffic Rule Detection System Using ADAS. International Journal of Advance Research and Innovative Ideas In Education. 2024;10(6):1161-1171.

Harvard Style

Soni, Tanishq & Raj, Dr. Saurabh (2024) 'A Review of Deep Learning Techniques in Traffic Rule Detection System Using ADAS', International Journal of Advance Research and Innovative Ideas In Education, 10(6), pp. 1161-1171.

Chicago Style

Soni, Tanishq and Dr. Saurabh Raj. "A Review of Deep Learning Techniques in Traffic Rule Detection System Using ADAS." International Journal of Advance Research and Innovative Ideas In Education 10, no. 6 (2024): 1161-1171.

Turabian Style

Soni, Tanishq and Dr. Saurabh Raj. "A Review of Deep Learning Techniques in Traffic Rule Detection System Using ADAS." International Journal of Advance Research and Innovative Ideas In Education 10, no. 6 (2024): 1161-1171.