Paper:

# Simulation of Human Detection System Using BRIEF and Neural Network

## Yuto Yasuoka, Yuki Shinomiya, and Yukinobu Hoshino

Kochi University of Technology

Kami, Kochi 782-8502, Japan

*J. Adv. Comput. Intell. Intell. Inform.*, Vol.20 No.7, pp. 1159-1164, 2016.

- [1] J. A. Gomez-Pulido, M. A. Vega-Rodriguez, J. M. Sanchez-Perez, S. Priem-Mendes, and V. Carrieia, “Accelerating floating-point fitness functions in evolutionary algorithms: A fpga-cpu gpu performance comparison,” Genetic Programming and Evolvable Machines, Vol.12, No.4, pp. 403-427, 2011.
- [2] A. Bezborah, “A hardware architecture for training of artificial neural networks using particle swarm optimization,” 2012 3rd Int. Conf. on Intelligent Systems, Modelling and Simulation (ISMS), pp. 67-70, 2012.
- [3] M. Calonder, V. Lepetit, C. Strecha, and P. Fua, “BRIEF: Binary Robust Independent Elementary Features,” Proc. of the 11th European Conf. on Computer Vision: Part IV, pp. 778-792, 2010.
- [4] U. Janen, C. Paul, M. Wittke, and J. Hahner, “Multi-object tracking using feed-forward neural networks,” 2010 Int. Conf. of Soft Computing and Pattern Recognition (SoCPaR), IEEE, pp. 176-181, 2010.
- [5] C. Wohler, J. K. Anlauf, T. Portner, and U. Franke, “A Time Delay Neural Network Algorithm for Real-Time Pedestrian Recognition,” Int. Conf. on Intelligent Vehicle, Vol.10, pp. 247-251, 1998.
- [6] H. A. Rowley, “Neural Network-Based Face Detection,” IEEE Computer Society, pp. 23-38, 1998.
- [7] C. J. Lin and H. M. Tsai, “FPGA implementation of a wavelet neural network with particle swarm optimization learning,” Math. Computer Modelling, Vol.47, No.9-10, pp. 982-996, 2008.
- [8] J. Kennedy and R. Eberhart, “Particle Swarm Optimization,” Proc. IEEE Int. Conf. on Neural Networks, Perth, Australia, IEEE Service Center, 1995.
- [9] V. G. Fudise and G. K. Venayagamoorthy, “Comparison of particle swarm optimization and backpropagation as training algorithms for neural networks,” Proc. of Swarm Intelligence Symposium (SIS ’03), IEEE, pp. 110-117, 2003.
- [10] Y. Shi and R. Eberhart, “Parameter selection in particle swarm optimization,” Proc. of 7th Int. Conf., EP98 San Diego, pp. 591-600, 1998.
- [11] Y. Yasuoka, Y. Shinomiya, and Y. Hoshino, “Development of human detection system by BRIEF,” ISIS 2015, Korea.
- [12] Y. Hoshino and H. Takimoto, “PSO training of the neural network application for a controller of the line tracing car,” 2012 IEEE Int. Conf. on Fuzzy Systems FUZZ-IEEE, pp. 1-8, 2012.

This article is published under a Creative Commons Attribution-NoDerivatives 4.0 Internationa License.