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Title: :  Vehicle Type Classification Using CNN
PaperId: :  8301
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 4 Issue 3 2018
DUI:    16.0415/IJARIIE-8301
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Shrikant DangiNBNSSOE, Maharashtra, India
Kshitij KaushikNBNSSOE, Maharashtra, India
Kunal MaliNBNSSOE, Maharashtra, India
Tushar DalalNBNSSOE, Maharashtra, India
Pallavi SuradkarNBNSSOE, Maharashtra, India

Abstract

Computer Engineering
Convolutional Neural Network, Vehicle Classifier
Vehicle classifier has important roles in intelligent traffic management and transportation. Identifying one vehicle type from another is a difficult task. Vehicle classification problem is essentially image classification problem for which Convolutional Neural Networks are best to work with as CNN require little image pre-processing as compared to other approaches. Convolutional neural network does not require handcrafted features for classification as opposed to traditional machine learning approaches. In this paper we use supervised approach to train Convolutional Neural Network. The Neural network output a probability vector for identifying vehicle type. A vehicle classifier is very useful in intelligent traffic management. It can classify an Emergency Vehicle like an Ambulance or a Fire Truck from other vehicle types and this information can be used to intelligently change traffic flow as needed.

Citations

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IJARIIE Shrikant Dangi, Kshitij Kaushik, Kunal Mali, Tushar Dalal, and Pallavi Suradkar. "Vehicle Type Classification Using CNN" International Journal Of Advance Research And Innovative Ideas In Education Volume 4 Issue 3 2018 Page 1730-1733
MLA Shrikant Dangi, Kshitij Kaushik, Kunal Mali, Tushar Dalal, and Pallavi Suradkar. "Vehicle Type Classification Using CNN." International Journal Of Advance Research And Innovative Ideas In Education 4.3(2018) : 1730-1733.
APA Shrikant Dangi, Kshitij Kaushik, Kunal Mali, Tushar Dalal, & Pallavi Suradkar. (2018). Vehicle Type Classification Using CNN. International Journal Of Advance Research And Innovative Ideas In Education, 4(3), 1730-1733.
Chicago Shrikant Dangi, Kshitij Kaushik, Kunal Mali, Tushar Dalal, and Pallavi Suradkar. "Vehicle Type Classification Using CNN." International Journal Of Advance Research And Innovative Ideas In Education 4, no. 3 (2018) : 1730-1733.
Oxford Shrikant Dangi, Kshitij Kaushik, Kunal Mali, Tushar Dalal, and Pallavi Suradkar. 'Vehicle Type Classification Using CNN', International Journal Of Advance Research And Innovative Ideas In Education, vol. 4, no. 3, 2018, p. 1730-1733. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Vehicle_Type_Classification_Using_CNN_ijariie8301.pdf (Accessed : 10 February 2022).
Harvard Shrikant Dangi, Kshitij Kaushik, Kunal Mali, Tushar Dalal, and Pallavi Suradkar. (2018) 'Vehicle Type Classification Using CNN', International Journal Of Advance Research And Innovative Ideas In Education, 4(3), pp. 1730-1733IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Vehicle_Type_Classification_Using_CNN_ijariie8301.pdf (Accessed : 10 February 2022)
IEEE Shrikant Dangi, Kshitij Kaushik, Kunal Mali, Tushar Dalal, and Pallavi Suradkar, "Vehicle Type Classification Using CNN," International Journal Of Advance Research And Innovative Ideas In Education, vol. 4, no. 3, pp. 1730-1733, May-Jun 2018. [Online]. Available: https://ijariie.com/AdminUploadPdf/Vehicle_Type_Classification_Using_CNN_ijariie8301.pdf [Accessed : 10 February 2022].
Turabian Shrikant Dangi, Kshitij Kaushik, Kunal Mali, Tushar Dalal, and Pallavi Suradkar. "Vehicle Type Classification Using CNN." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 4 number 3 (10 February 2022).
Vancouver Shrikant Dangi, Kshitij Kaushik, Kunal Mali, Tushar Dalal, and Pallavi Suradkar. Vehicle Type Classification Using CNN. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2018 [Cited : 10 February 2022]; 4(3) : 1730-1733. Available from: https://ijariie.com/AdminUploadPdf/Vehicle_Type_Classification_Using_CNN_ijariie8301.pdf
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