Multi-Scale and spatial position-based channel attention network for crowd counting

•Channel attention model captures important channels for each feature map position.•Multi-scale features combined from multiple layers handle different person sizes.•Adaptive loss improves the accuracy of crowd counting for sparse crowd samples.