Detection of Motorcyclists without Helmet with Their Number Plate Using Convolutional Neural Network

Authors(6) :-Prof. Jyotsna Gabhane, Roshni Singh, Nikhil Patre, Sanket Moon, Rajat Mohapatra, Pinak Misar

These days, street accidents are one of the significant makes that drives human passing. Among them, engine bicycle accidents are normal and causes basic wounds. Helmet is one of the principle assurance unit for an engine bicyclist. Be that as it may, many neglect to adjust to the law of wearing helmet. Here, to recognize the motorcyclists who are damaging the helmet laws, a framework utilizing picture preparing and convolutional neural network is actualized. The framework comprise of motorbike location, helmet versus no helmet grouping and motorbike license plate acknowledgment. The motorbikes are recognized utilizing the element vector HOG. When the motorbike is identified, by methods for convolutional neural network, it is resolved whether the motorcyclist is wearing a helmet or not. On the off chance that the motorcyclist is distinguished without a helmet, at that point the license plate of the motorcycle is recognized utilizing tesseract OCR.

Authors and Affiliations

Prof. Jyotsna Gabhane
Assistant Professor, Department of Computer Technology, Priyadarshini College of Engineering, Nagpur, Maharashtra, India
Roshni Singh
BE Scholar, Department of Computer Technology, Priyadarshini College of Engineering, Nagpur, Maharashtra, India
Nikhil Patre
BE Scholar, Department of Computer Technology, Priyadarshini College of Engineering, Nagpur, Maharashtra, India
Sanket Moon
BE Scholar, Department of Computer Technology, Priyadarshini College of Engineering, Nagpur, Maharashtra, India
Rajat Mohapatra
BE Scholar, Department of Computer Technology, Priyadarshini College of Engineering, Nagpur, Maharashtra, India
Pinak Misar
BE Scholar, Department of Computer Technology, Priyadarshini College of Engineering, Nagpur, Maharashtra, India

Helmet Detection, Convolutional Neural Network, Tesseract OCR, License Plate Extraction

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  11. Sahil Badla., “Improving The Efficiency of Tesseract OCR Engine”., San Jose State University SJSU Scholar Works, spring 2014.

Publication Details

Published in : Volume 5 | Issue 6 | January-February 2020
Date of Publication : 2020-02-19
License:  This work is licensed under a Creative Commons Attribution 4.0 International License.
Page(s) : 279-283
Manuscript Number : IJSRST20561
Publisher : Technoscience Academy

Print ISSN : 2395-6011, Online ISSN : 2395-602X

Cite This Article :

Prof. Jyotsna Gabhane, Roshni Singh, Nikhil Patre, Sanket Moon, Rajat Mohapatra, Pinak Misar, " Detection of Motorcyclists without Helmet with Their Number Plate Using Convolutional Neural Network", International Journal of Scientific Research in Science and Technology(IJSRST), Print ISSN : 2395-6011, Online ISSN : 2395-602X, Volume 5, Issue 6, pp.279-283, January-February-2020.
Journal URL : https://ijsrst.com/IJSRST20561
Citation Detection and Elimination     |      | |
  • R. Silva, K. Aires, T. Santos, K. Abdala, R. Veras and A. Soares, "Automatic detection of motorcyclists without helmet," 2013 XXXIX Latin American Computing Conference (CLEI), Naiguata, 2013, pp. 1-7.
  • R. R. V. e. Silva, K. R. T. Aires and R. d. M. S. Veras, "Helmet Detection on Motorcyclists Using Image Descriptors and Classifiers," 2014 27th SIBGRAPI Conference on Graphics, Patterns and Images, Rio de Janeiro, 2014, pp. 141-148.
  • P. Doungmala and K. Klubsuwan, "Helmet Wearing Detection in Thailand Using Haar Like Feature and Circle Hough Transform on Image Processing," 2016 IEEE International Conference on Computer and Information Technology (CIT), Nadi, 2016, pp. 611-614.
  • K. Dahiya, D. Singh and C. K. Mohan, "Automatic detection of bike-riders without helmet using surveillance videos in real-time," 2016 International Joint Conference on Neural Networks (IJCNN), Vancouver, BC, 2016, pp. 3046-3051.
  • C. Vishnu, D. Singh, C. K. Mohan and S. Babu, "Detection of motorcyclists without helmet in videos using convolutional neural network," 2017 International Joint Conference on Neural Networks (IJCNN), Anchorage, AK, 2017, pp. 3036-3041.
  • B. V. Kakani, D. Gandhi and S. Jani, "Improved OCR based automatic vehicle number plate recognition using features trained neural network," 2017 8th International Conference on Computing, and Networking Technologies (ICCCNT), Delhi, 2017, pp. 1-6. 
  • N. Dalal and B. Triggs, “Histograms of oriented gradients for human detection,” in 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR’05), vol. 1, June 2005, pp. 886– 893 vol. 1.
  • R. R. V. e. Silva, K. R. T. Aires, and R. d. M. S. Veras, “Helmet detection on motorcyclists using image descriptors and classi?ers,” in 2014 27th SIBGRAPI Conference on Graphics, Patterns and Images, Aug 2014, pp. 141–148.
  • Hirota, N. H. Tiep, L. Van Khanh, and N. Oka, Classifying Helmeted and Non-helmeted Motorcyclists. Cham: Springer International Publishing, 2017, pp. 81–86.
  • Sahil Badla., “Improving The Efficiency of Tesseract OCR Engine”., San Jose State University SJSU Scholar Works, spring 2014.
  • " target="_blank"> BibTeX
    |
  • R. Silva, K. Aires, T. Santos, K. Abdala, R. Veras and A. Soares, "Automatic detection of motorcyclists without helmet," 2013 XXXIX Latin American Computing Conference (CLEI), Naiguata, 2013, pp. 1-7.
  • R. R. V. e. Silva, K. R. T. Aires and R. d. M. S. Veras, "Helmet Detection on Motorcyclists Using Image Descriptors and Classifiers," 2014 27th SIBGRAPI Conference on Graphics, Patterns and Images, Rio de Janeiro, 2014, pp. 141-148.
  • P. Doungmala and K. Klubsuwan, "Helmet Wearing Detection in Thailand Using Haar Like Feature and Circle Hough Transform on Image Processing," 2016 IEEE International Conference on Computer and Information Technology (CIT), Nadi, 2016, pp. 611-614.
  • K. Dahiya, D. Singh and C. K. Mohan, "Automatic detection of bike-riders without helmet using surveillance videos in real-time," 2016 International Joint Conference on Neural Networks (IJCNN), Vancouver, BC, 2016, pp. 3046-3051.
  • C. Vishnu, D. Singh, C. K. Mohan and S. Babu, "Detection of motorcyclists without helmet in videos using convolutional neural network," 2017 International Joint Conference on Neural Networks (IJCNN), Anchorage, AK, 2017, pp. 3036-3041.
  • B. V. Kakani, D. Gandhi and S. Jani, "Improved OCR based automatic vehicle number plate recognition using features trained neural network," 2017 8th International Conference on Computing, and Networking Technologies (ICCCNT), Delhi, 2017, pp. 1-6. 
  • N. Dalal and B. Triggs, “Histograms of oriented gradients for human detection,” in 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR’05), vol. 1, June 2005, pp. 886– 893 vol. 1.
  • R. R. V. e. Silva, K. R. T. Aires, and R. d. M. S. Veras, “Helmet detection on motorcyclists using image descriptors and classi?ers,” in 2014 27th SIBGRAPI Conference on Graphics, Patterns and Images, Aug 2014, pp. 141–148.
  • Hirota, N. H. Tiep, L. Van Khanh, and N. Oka, Classifying Helmeted and Non-helmeted Motorcyclists. Cham: Springer International Publishing, 2017, pp. 81–86.
  • Sahil Badla., “Improving The Efficiency of Tesseract OCR Engine”., San Jose State University SJSU Scholar Works, spring 2014.
  • " target="_blank">RIS
    |
  • R. Silva, K. Aires, T. Santos, K. Abdala, R. Veras and A. Soares, "Automatic detection of motorcyclists without helmet," 2013 XXXIX Latin American Computing Conference (CLEI), Naiguata, 2013, pp. 1-7.
  • R. R. V. e. Silva, K. R. T. Aires and R. d. M. S. Veras, "Helmet Detection on Motorcyclists Using Image Descriptors and Classifiers," 2014 27th SIBGRAPI Conference on Graphics, Patterns and Images, Rio de Janeiro, 2014, pp. 141-148.
  • P. Doungmala and K. Klubsuwan, "Helmet Wearing Detection in Thailand Using Haar Like Feature and Circle Hough Transform on Image Processing," 2016 IEEE International Conference on Computer and Information Technology (CIT), Nadi, 2016, pp. 611-614.
  • K. Dahiya, D. Singh and C. K. Mohan, "Automatic detection of bike-riders without helmet using surveillance videos in real-time," 2016 International Joint Conference on Neural Networks (IJCNN), Vancouver, BC, 2016, pp. 3046-3051.
  • C. Vishnu, D. Singh, C. K. Mohan and S. Babu, "Detection of motorcyclists without helmet in videos using convolutional neural network," 2017 International Joint Conference on Neural Networks (IJCNN), Anchorage, AK, 2017, pp. 3036-3041.
  • B. V. Kakani, D. Gandhi and S. Jani, "Improved OCR based automatic vehicle number plate recognition using features trained neural network," 2017 8th International Conference on Computing, and Networking Technologies (ICCCNT), Delhi, 2017, pp. 1-6. 
  • N. Dalal and B. Triggs, “Histograms of oriented gradients for human detection,” in 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR’05), vol. 1, June 2005, pp. 886– 893 vol. 1.
  • R. R. V. e. Silva, K. R. T. Aires, and R. d. M. S. Veras, “Helmet detection on motorcyclists using image descriptors and classi?ers,” in 2014 27th SIBGRAPI Conference on Graphics, Patterns and Images, Aug 2014, pp. 141–148.
  • Hirota, N. H. Tiep, L. Van Khanh, and N. Oka, Classifying Helmeted and Non-helmeted Motorcyclists. Cham: Springer International Publishing, 2017, pp. 81–86.
  • Sahil Badla., “Improving The Efficiency of Tesseract OCR Engine”., San Jose State University SJSU Scholar Works, spring 2014.
  • " target="_blank">CSV

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