Scale aggregation network for accurate and efficient crowd counting

X Cao, Z Wang, Y Zhao, F Su - Proceedings of the …, 2018 - openaccess.thecvf.com
In this paper, we propose a novel encoder-decoder network, called extit {Scale Aggregation
Network (SANet)}, for accurate and efficient crowd counting. The encoder extracts multi …

Class-agnostic counting

E Lu, W Xie, A Zisserman - Computer Vision–ACCV 2018: 14th Asian …, 2019 - Springer
Nearly all existing counting methods are designed for a specific object class. Our work,
however, aims to create a counting model able to count any class of object. To achieve this …

Nas-count: Counting-by-density with neural architecture search

Y Hu, X Jiang, X Liu, B Zhang, J Han, X Cao… - Computer Vision–ECCV …, 2020 - Springer
Most of the recent advances in crowd counting have evolved from hand-designed density
estimation networks, where multi-scale features are leveraged to address the scale variation …