Author Login IJIRT Partner Network (IPN) Login

Safety Helmet Detection Based On Deep Learning

  • Unique Paper ID: 164851
  • Volume: 10
  • Issue: 12
  • PageNo: 2505-2509
  • Abstract:
  • Safety helmet detection is a crucial task in ensuring workplace safety, especially in hazardous environments such as construction sites and industrial facilities. Traditional methods for safety helmet detection often rely on handcrafted features and are limited in their robustness and accuracy. In recent years, deep learning techniques, particularly convolutional neural networks (CNNs), have shown promising results in various computer vision tasks, including object detection. In this paper, we propose a deep learning-based approach for safety helmet detection using CNNs. We present a dataset of annotated images containing individuals wearing safety helmets, which is used to train and evaluate our model. Our approach involves fine-tuning a pre-trained CNN architecture on the safety helmet dataset to leverage its ability to extract high-level features from images. We experiment with different CNN architectures and training strategies to optimize the detection performance. Furthermore, we conduct extensive evaluation experiments on both synthetic and real-world data to demonstrate the effectiveness and robustness of our approach. The experimental results show that our proposed method achieves high accuracy and robustness in safety helmet detection, outperforming traditional methods and demonstrating its potential for practical applications in improving workplace safety.
Download article email to a friend

Cite This Article

  • ISSN: 2349-6002
  • Volume: 10
  • Issue: 12
  • PageNo: 2505-2509

Safety Helmet Detection Based On Deep Learning

Related Articles

23 May, 2024

ELECTRICITY GENERATION THROUGH WASTE MATERIALS

Read More
22 May, 2024

Wind Solar And Tidal Energy Generation With RF Remote Control

Read More
21 May, 2024

Ethereum Blockchain Explorer

Read More
Impact Factor
8.01 (Year 2024)
UGC Approved
Journal no 47859

Join Our IPN

IJIRT Partner Network

Submit your research paper and those of your network (friends, colleagues, or peers) through your IPN account, and receive 800 INR for each paper that gets published.

Join Now

Latest Publication

Archive

View More

Recent Conferences

NCSEM 2024

National Conference on Sustainable Engineering and Management - 2024 Last Date: 15th March 2024

Submit inquiry