Multi-Channels LSTM Networks for Fence Activity Classification
Kelu Hu, Chunlei ZHENG, Wei Ping He, Xinghe Bao, Yingguan Wang · IEICE Transactions on Information and Systems · 2018
We propose a novel neural networks model based on LSTM which is used to solve the task of classifying inertial sensor data attached to a fence with the goal of detecting security relevant incidents. To evaluate it we deployed an experimental fence surveillance system. By comparing experimental data of different approaches we find out that the neural network outperforms the baseline approach.