Road Safety with Deep Learning Voice Based Traffic Sign

The research deals with deep learning-based, voice-operated traffic sign recognition to improve road safety. A deep learning-based model is presented for the recognition of traffic signs with CNN, trained on GTSRB Dataset with an identification and categorization precision of 95%. The developed system detects signs and, through audio warnings by speakers, assists drivers to make quick decisions. The system aims to mitigate accidents caused by missed or misinterpreted signage by alerting drivers to nearby traffic signs and rules. This approach has potential applications in both driver assistance systems and autonomous vehicles.

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Publication Details

Published
2025-03-28
DOI
https://doi.org/10.1109/icdsaai65575.2025.11011743
Primary Topic
IoT and GPS-based Vehicle Safety Systems
Type
article
Field-Weighted Citation Impact
0.00
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article

Road Safety with Deep Learning Voice Based Traffic Sign

Annwin Remilka. R.C, S. J., M Devicharan.
IoT and GPS-based Vehicle Safety Systems
article

Road Safety with Deep Learning Voice Based Traffic Sign

Annwin Remilka. R.C, S. J., M Devicharan.
article en

Abstract

The research deals with deep learning-based, voice-operated traffic sign recognition to improve road safety. A deep learning-based model is presented for the recognition of traffic signs with CNN, trained on GTSRB Dataset with an identification and categorization precision of 95%. The developed system detects signs and, through audio warnings by speakers, assists drivers to make quick decisions. The system aims to mitigate accidents caused by missed or misinterpreted signage by alerting drivers to nearby traffic signs and rules. This approach has potential applications in both driver assistance systems and autonomous vehicles.

Sathyabama Institute of Science and Technology (IN)
Openalex Percentile: Top 89%
IoT and GPS-based Vehicle Safety Systems
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