Convolutional-neural network-based image crowd counting: Review, categorization, analysis, and performance evaluation

N Ilyas, A Shahzad, K Kim - Sensors, 2019 - mdpi.com
Traditional handcrafted crowd-counting techniques in an image are currently transformed
via machine-learning and artificial-intelligence techniques into intelligent crowd-counting …

Comparison of main approaches for extracting behavior features from crowd flow analysis

Z Ebrahimpour, W Wan, O Cervantes, T Luo… - … International Journal of …, 2019 - mdpi.com
Extracting features from crowd flow analysis has become an important research challenge
due to its social cost and the impact of inadequate planning of high-quality services and …