An Improved Convolutional Neural Network on Crowd Density Estimation Shao-Yun Pan, Jie Guo and Zheng Huang ITM Web Conf., 7 (2016) 05009 Published online: 21 November 2016 DOI: 10.1051/itmconf/20160705009