Integrated convolutional neural network model with statistical moments layer for vehicle classification

Amel Tuama; Hasan Abdulrahman; Baptiste Magnier

doi:10.1117/12.2559375

31 January 2020 Integrated convolutional neural network model with statistical moments layer for vehicle classification

Amel Tuama, Hasan Abdulrahman, Baptiste Magnier

Proceedings Volume 11433, Twelfth International Conference on Machine Vision (ICMV 2019); 1143324 (2020) https://doi.org/10.1117/12.2559375
Event: Twelfth International Conference on Machine Vision, 2019, Amsterdam, Netherlands

Abstract

Vehicle classification is an important topic which is still under research consideration because of its role in road surveillance, security system, traffic monitoring, and accident prevention. In this paper, we propose a deep learning model for vehicles classification using the Convolutional Neural Networks (CNN) integrated with a statistical moments layer. We referred to the model as ICNN. As an additional layer, the moments layer extracts statistical moments features from the feature maps obtained from convolutions layers. The moments layer is fed the fully-connected classifier of the network which is fine-tuned to get better results. Our Integrated CNN model (ICNN) achieves 97.1% accuracy compared to the most popular algorithms used in this field such as K Nearest Neighbour (KNN), and Support Vector Machine (SVM), which known as good tools for object classification.

Citation Download Citation

Amel Tuama, Hasan Abdulrahman, and Baptiste Magnier "Integrated convolutional neural network model with statistical moments layer for vehicle classification", Proc. SPIE 11433, Twelfth International Conference on Machine Vision (ICMV 2019), 1143324 (31 January 2020); https://doi.org/10.1117/12.2559375

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