Helmet Detection on Motorcyclists Using Image Descriptors and Classifiers

Brazilian Symposium of Computer Graphic and Image Processing

Volumn , Issue , 2014, Pages 141-148

  Silva, Romuere ^a   Aires, Kelson ^a   Veras, Rodrigo ^a  

^a FEDERAL UNIVERSITY OF PIAUÍ   (Brazil)

Author keywords

Classification; Feature extraction; Helmet

Indexed keywords

ACCIDENTS; CLASSIFICATION (OF INFORMATION); HOUGH TRANSFORMS; IMAGE CLASSIFICATION; MOTORCYCLES; MULTILAYER NEURAL NETWORKS; SAFETY DEVICES;

CIRCULAR HOUGH TRANSFORMS; HELMET; HELMET DETECTION; HISTOGRAM OF ORIENTED GRADIENTS; IMAGE DESCRIPTORS; MOTORCYCLE ACCIDENT; MULTI-LAYER PERCEPTRON CLASSIFIERS; SAFETY EQUIPMENTS;

FEATURE EXTRACTION;

EID: 84907984813     PISSN: 15301834     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/SIBGRAPI.2014.28     Document Type: Conference Paper

References (22)

1. DNIT, "N?umero de veculos envolvidos por finalidade do veculo," Departamento Nacional de Infraestrutura de Transportes, Minist?erio dos Transportes, Tech. Rep., 2011
2. J. J. Waiselfisz, "Mapa da viol?encia 2013: Acidentes de tr?ansito e motocicleta," Centro Brasileiro de Estudos Latino-Americanos, Tech. Rep., 2013
3. S. F. Bureau, "Key statistics of thailand," National Statistical Office, Ministry of Information and Communication Technology, Bangkok, Tail?andia, Tech. Rep., 2012
4. O. M. da Sáude, "Global status report on road safety 2013: supporting a decade of action," Organizac? ?ao Mundial da Sáude, Genebra, Suca, Tech. Rep., 2013
5. NHTSA, "National highway traffic safety administration. traffic safety facts: Research note motorcycle helmet use in 2011-overall results," no. April 2012, 2011
6. MMWR, "Helmet use among motorcyclists who died in crashes and economic cost savings associated with state motorcycle helmet laws-united states, 2008-2010." Modidity and Mortality Weekly Report-MMWR, Tech. Rep. 23, jun 2012
7. C.-Y. Wen, S.-H. Chiu, J.-J. Liaw, and C.-P. Lu, "The safety helmet detection for atm's surveillance system via the modified hough transform," in IEEE 37th Annual International Carnahan Conference on Security Technology., 2003, pp. 364-369
8. C.-C. Chiu, M.-Y. Ku, and H.-T. Chen, "Motorcycle detection and tracking system with occlusion segmentation," in WIAMIS '07, USA, 2007
9. J. Canny, "Finding edges and lines in images," Cambridge, MA, USA, Tech. Rep., 1983
10. J. Chiverton, "Helmet presence classification with motorcycle detection and tracking," IET, vol. 6, no. 3, pp. 259-269, 2012
11. N. Dalal and B. Triggs, "Histograms of oriented gradients for human detection," in CVPR, 2005, pp. 886-893
12. I. E. Sobel, "Camara models and machine perception," Ph.D dissertation, Stanford University, Palo Alto, Calif., 1970
13. Z. Zivkovic, "Improved adaptive gaussian mixture model for background subtraction," in ICPR 2004, vol. 2, aug. 2004, pp. 28-31 Vol.2
14. R. Waranusast, N. Bundon, V. Timtong, C. Tangnoi, and P. Pattanathaburt, "Machine vision techniques for motorcycle safety helmet detection," in Image and Vision Computing New Zealand (IVCNZ), 2013 28th International Conference of, Nov 2013, pp. 35-40. [15] E. Fix and J. L. Hodges, "Discriminatory analysis, nonparametric discrimination: Consistency properties," US Air Force School of Aviation Medicine, vol. Technical Report 4, no. 3, pp. 477+, Jan. 1951.
15. R. Silva, K. Aires, T. Santos, K. Lima, R. Veras, and A. Soares, "Automatic detection of motorcycles on public roads," CLEI Electronic Journal, vol. 17, no. 4, December 2013
16. N. Otsu, "A threshold selection method from gray-level histograms," IEEE Transactions on Systems, Man and Cybernetics, vol. 9, no. 1, pp. 62-66, 1979
17. T. Ojala, M. Pietikinen, and D. Harwood, "A comparative study of texture measures with classification based on featured distributions," Pattern Recognition, vol. 26, no. 1, pp. 51-59, 1996
18. S. G. Mallat, "A theory for multiresolution signal decomposition: the wavelet representation," Pattern Analysis and Machine Intelligence, IEEE Transactions on, vol. 11, no. 7, pp. 674-693, 1989
19. I. Daubechies, Ten lectures on wavelets, 1st ed. Society for Industrial and Applied Mathematics, Jun. 1992
20. D. M. W. Powers, "Evaluation: From Precision, Recall and F-Factor to ROC, Informedness, Markedness & Correlation," School of Informatics and Engineering, Flinders University, Adelaide, Australia, Tech. Rep. SIE-07-001, 2007
21. L. J. and K. G., "The measurement of observer agreement for categorical data." Biometrics, vol. 33, no. 1, pp. 159-174, 1977
22. S. Haykin, Neural Networks: A Comprehensive Foundation, 2nd ed. Prentice Hall, 2001.