Survey of crowd counting with computer vision

Survey of crowd counting with computer vision

Revisiting Crowd Counting: State-of-the-art, Trends, and Future Perspectives
arXiv paper abstract https://arxiv.org/abs/2209.07271v1
arXiv PDF paper https://arxiv.org/pdf/2209.07271v1.pdf

Crowd counting is an effective tool for situational awareness in public places.

… The methods evolved over time vary in many aspects such as model architecture, input pipeline, learning paradigm, computational complexity, and accuracy gains etc.

… present a systematic and comprehensive review of the most significant contributions in the area of crowd counting.

… provides a more meaningful categorization of the most significant contributions by model architectures, learning methods (i.e., loss functions), and evaluation methods (i.e., evaluation metrics).

… chose prominent and distinct works and excluded similar works.

… also sort the well-known crowd counting models by their performance over benchmark datasets …

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I apply innovative technologies like machine learning, computer vision, and physics to further an organization's goals. Am recognized innovator with 66 patents.