Determining Optimal Architecture of CNN using Genetic Algorithm for Vehicle Classification System
Wahyono Wahyono(1*), Joko Hariyono(2)
(1) Department of Computer Science and Electronics, Universitas Gadjah Mada
(2) Corporation & Investment Board, Yogyakarta
(*) Corresponding Author
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[1] E. P. I. W. Suartika, A. Y. Wijaya, and Soelaiman, R., “Image Classification Using Convolutional Neural Network (CNN) on Caltech 101”, Jurnal Teknik ITS Vol. 5, No. 1, 2016. ISSN: 2337-3539 (2301-9271 Print)
[2] E. S. Marquez, J. S. Hare, and M. Niranjan, “Deep Cascade Learning,” IEEE Transactions on Neural Networks and Learning Systems, vol.29, no. 11, pp. 5475-5485, November 2018. Available: https://ieeexplore.ieee.org/document/8307262.
[3] W. Rawat and Z. Wang, “Deep Convolutional Neural Networks for Image Classification: A Comprehensive Review,” Neural Computation, vol.29, no.9, pp. 2352-2449, September 2017. Available: https://ieeexplore.ieee.org/document/8016501.
[4] M. Zufar and B. Setiyono, “Convolutional Neural Networks for Real-Time Face Recognition”, Jurnal Sains dan Seni ITS Vol. 5 No. 2, pp.2337-3520 (2301-928X Print), 2016.
[5] J. He and G. Lin, “Average Convergence Rate of Evolutionary Algorithms”, IEEE Transactions on Evolutionary Computation, vol.20, no.2, pp.316-321, 2016. Available: https://ieeexplore.ieee.org/document/7122298.
[6] D. Corus, D.-C. Dang, A. V. Eremeev, and P. K. Lehre, “Level-Based Analysis of Genetic Algorithms and Other Search Processes”. IEEE Transactions on Evolutionary Computation, vol.22, no.5, pp.707-719, 2018. Available: https://ieeexplore.ieee.org/document/8039236.
[7] Y.-J. Gong, J.-J. Li, Y. Zhou, Y. Li, H. S.-H. Chung, Y.-H. Shi, and J. Zhang, “Genetic Learning Particle Swarm Optimization”, IEEE Transactions on Cybernetics, vol.46, no.10, pp. 2277-2290, 2016. Available: https://ieeexplore.ieee.org/document/7271066.
[8] I. Candradewi, “Video processing for vehicle classification based on support vector machine”, Master thesis, Graduate School of Computer Science, Universitas Gadjah Mada, Yogyakarta, 2015.
[9] B. Pribadi and M. Naseer, “Vehicle Type Classification System Through Digital Image Technique”, SETRUM – Volume 3, No. 2, December 2014
[10] M. Irfan, “Digital Image-Based Vehicle Classification System with the Multilayer Perceptron Method”, IJEIS (Indonesian J. Electron. Instrum. Syst.), Vol.7, No.2, October 2017, pp. 139-148
[11] A. K. Wardana and S. Hartati, “Scheduling System of Pencak Silat Based on Genetic Algorithm,” IJCCS (Indonesian J. Comput. Cybern. Syst.), vol. 11, no. 2, p. 177, July 2017 [Online]. Available: https://jurnal.ugm.ac.id/ijccs/article/view/24214. [Accessed: 24-September-2018]
[12] Wahyono, C. Puspitasari, M. D. Fauzi, K. Kasliono, W. S. Mulyani, and L. Kurnianggoro, “An Optimal Stock Market Portfolio Proportion Model Using Genetic Algorithm” IJCCS (Indonesian J. Comput. Cybern. Syst.), vol. 12, no. 2, July 2018 [Online]. Available: https://jurnal.ugm.ac.id/ijccs/article/view/36154. [Accessed: 24-December-2018]
[13] K. Hakiim, A. Darmawan, and Faizah, “Optimization of PID Control using Genetic Algorithms for Quadrotor Flights,” IJEIS (Indonesian J. Electron. Instrum. Syst.), vol. 7, no. 2, October 2017 [Online]. Available: https://jurnal.ugm.ac.id/ijeis/article/view/2321. [Accessed: 29-September-2018]
DOI: https://doi.org/10.22146/ijccs.42299
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