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Title: :  Nighttime vehicle detection,counting and classification
PaperId: :  4459
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 3 Issue 2 2017
DUI:    16.0415/IJARIIE-4459
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Vaishali VPrince shri venkateshwara padmavathy engineering college
Thanuja TPrince shri venkateshwara padmavathy engineering college
Priyadarshini JPrince shri venkateshwara padmavathy engineering college

Abstract

Electronics and Communication Engineering
background subtraction, tracking, ROI, Kalman filtering, templates
Intelligent transportation systems have received lot of attention in the last decades. Vehicle detection is the important task in this area and vehicle counting and classification are two important applications . In proposed system for nighttime vehicle detection, counting and classification we process the frames with different feature methods like background subtraction algorithm (identifying objects), track the object using tracking algorithm (blob analysis) and count the vehicles through ROI sensing line and classifying the vehicle using correlation matching process. The vehicles are tracked by creating bounding boxes around them. The vehicles can be effectively detected by using morphological processing techniques and the unwanted regions can be filtered using kalman filtering. Each time when the vehicle crosses the region of interest list the count will be updated for each frame. Different types of templates are used to classify vehicles into three categories as small (e.g. car), medium (e.g. van) and large (e.g. bus and truck). The templates used are different types of headlamps taken and matched with the vehicles present in each frame. The type of vehicle can be identified based on the distance between the two headlamps of the vehicle. The results obtained are such that it reduces the complexity of analysis and it improves the detection by avoiding other movable objects.

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IJARIIE Vaishali V, Thanuja T, and Priyadarshini J. "Nighttime vehicle detection,counting and classification" International Journal Of Advance Research And Innovative Ideas In Education Volume 3 Issue 2 2017 Page 2672-2677
MLA Vaishali V, Thanuja T, and Priyadarshini J. "Nighttime vehicle detection,counting and classification." International Journal Of Advance Research And Innovative Ideas In Education 3.2(2017) : 2672-2677.
APA Vaishali V, Thanuja T, & Priyadarshini J. (2017). Nighttime vehicle detection,counting and classification. International Journal Of Advance Research And Innovative Ideas In Education, 3(2), 2672-2677.
Chicago Vaishali V, Thanuja T, and Priyadarshini J. "Nighttime vehicle detection,counting and classification." International Journal Of Advance Research And Innovative Ideas In Education 3, no. 2 (2017) : 2672-2677.
Oxford Vaishali V, Thanuja T, and Priyadarshini J. 'Nighttime vehicle detection,counting and classification', International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 2, 2017, p. 2672-2677. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Nighttime_vehicle_detection_counting_and_classification_ijariie4459.pdf (Accessed : 31 October 2023).
Harvard Vaishali V, Thanuja T, and Priyadarshini J. (2017) 'Nighttime vehicle detection,counting and classification', International Journal Of Advance Research And Innovative Ideas In Education, 3(2), pp. 2672-2677IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Nighttime_vehicle_detection_counting_and_classification_ijariie4459.pdf (Accessed : 31 October 2023)
IEEE Vaishali V, Thanuja T, and Priyadarshini J, "Nighttime vehicle detection,counting and classification," International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 2, pp. 2672-2677, Mar-App 2017. [Online]. Available: http://ijariie.com/AdminUploadPdf/Nighttime_vehicle_detection_counting_and_classification_ijariie4459.pdf [Accessed : 31 October 2023].
Turabian Vaishali V, Thanuja T, and Priyadarshini J. "Nighttime vehicle detection,counting and classification." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 3 number 2 (31 October 2023).
Vancouver Vaishali V, Thanuja T, and Priyadarshini J. Nighttime vehicle detection,counting and classification. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2017 [Cited : 31 October 2023]; 3(2) : 2672-2677. Available from: http://ijariie.com/AdminUploadPdf/Nighttime_vehicle_detection_counting_and_classification_ijariie4459.pdf
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