AI Drone Learns to Detect Brawls

https://ift.tt/2MASFob

Interns mimick the moves of fighting, in video footage used to train deep learning algorithms.

Researchers used deep learning to develop a drone surveillance system that automatically detects small groups of people fighting each other.

Credit: University of Cambridge/National Institute of Technology/Indian Institute of Science/IEEE

Researchers at the University of Cambridge in the U.K., working with colleagues at the Indian Institute of Science, Bangalore and India’s National Institute of Technology, Warangal, have used deep learning to develop a drone surveillance system that automatically detects small groups of people fighting each other.

The system uses computer vision software that runs in real time to detect violent individuals, says the University of Cambridge’s Amarjot Singh.

The researchers trained deep learning algorithms to recognize violent actions by identifying body and limb poses in staged video footage of interns mimicking violence.

Singh replaced some of the neural network layers at the front end with fixed parameters, and used supervised learning toward the back end, exchanging some of the deep learning process with human engineering input. This allowed the resulting ScatterNet Hybrid Deep Learning (SHDL) network to learn more quickly with less data and less available computing power.

The researchers are securing permission from Indian officials to test the system at two upcoming music festivals, and Singh is working to incorporate crowd modeling into the deep learning models.

From IEEE Spectrum
View Full Article

 

Abstracts Copyright © 2018 Information Inc., Bethesda, Maryland, USA


Leave a Reply

Fill in your details below or click an icon to log in:

WordPress.com Logo

You are commenting using your WordPress.com account. Log Out /  Change )

Google photo

You are commenting using your Google account. Log Out /  Change )

Twitter picture

You are commenting using your Twitter account. Log Out /  Change )

Facebook photo

You are commenting using your Facebook account. Log Out /  Change )

Connecting to %s