Enhanced YoloV5-Based Model for Real-Time Detection of Smoking and Phone Use in Dangerous Driving

Enhanced YoloV5-Based Model for Real-Time Detection of Smoking and Phone Use in Dangerous Driving

Registration ID: IJNRD_220466

Published ID: IJNRD2405097

DOI: Click Here to Get

NAVITA BANSAL , DEEN MOHAMMAD

Smart TV Interaction Rotating Display User Behavior Analysis TCL XESS Experimental Design

This research focuses on the automatic detection of two perilous driving behaviors: smoking and engaging in phone conversations. At first, we create specialized datasets for these abnormal acts. In addition, we present a two-stage approach for identifying behavioral irregularities. The efficacy of the YoloV5 object detection network model in detecting small target objects is improved through the strengthening of its prediction head. We optimize the loss function for datasets that consist of categories that are mutually exclusive. The structure of the posture estimation network is enhanced by integrating the attention mechanism of the Coordinate Attention (CA) structure. This integration aims to improve the efficiency and accuracy of information processing. The assessment of the final outcome is conducted by employing Euclidean distance calculation, with the elbow joint angle acting as an additional criterion for judgment. The suggested model for identifying hazardous driving behaviors achieves a mean average precision of 93.4% at a speed of about 61 frames per second (FPS), resulting in an improvement of 8.2% in detection accuracy. This fulfills real-time demands and enhances precision while maintaining velocity.

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"Enhanced YoloV5-Based Model for Real-Time Detection of Smoking and Phone Use in Dangerous Driving", IJNRD - INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (www.IJNRD.org), ISSN:2456-4184, Vol.9, Issue 5, page no.a905-a920, May-2024, Available :https://ijnrd.org/papers/IJNRD2405097.pdf

Volume 9 Issue 5, May-2024

Pages : a905-a920

Paper Reg. ID: IJNRD_220466

Published Paper Id: IJNRD2405097

Downloads: 000121150

Research Area: Engineering

Country: Ghaziabad, Uttar Pradesh, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2405097.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2405097

Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Publisher: IJNRD (IJ Publication) Janvi Wave

This work is licensed under a Creative Commons Attribution 4.0 International License and The Open Definition

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INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (IJNRD) aims to explore advances in research pertaining to applied, theoretical and experimental Technological studies. The goal is to promote scientific information interchange between researchers, developers, engineers, students, and practitioners working in and around the world. IJNRD will provide an opportunity for practitioners and educators of engineering field to exchange research evidence, models of best practice and innovative ideas.

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