1. INTRODUCTION
In recent years, due to the rapid growth in the urban population, the demand for managing public safety has become essential. Accurate crowd counting and density distribution estimation thus play a crucial role in various scenarios, e.g. music festival, sports event, street parade. However, this task remains challenging, especially in the face of the scale variation problem. The root of this problem is shown intuitively in Fig. 1.