2022 CHAMPIONS - THE BEST OF 2022 AST 2022 CHAMPIONS EDITION FINAL | Page 9

www . AmericanSecurityToday . com 2022 CHAMPIONS - Edition 66

Machine Learning has rede- fined Artificial Intelligence ( AI ) in general and Computer Vision in particular .

Computer Vision used to be ar- tisanal , meaning it was more art than science . You wanted a computer to look at a camera and detect cars ? You had to ex- plain to a computer what a car looked like first and that s harder than you might think .

Now , with Machine Learning , you tell the computer , Okay , here are 10,000 pictures of cars and 50,000 pictures of not cars ( boats , people , buildings , mailboxes , etc .),” and the ma- chine learns on its own .

Machine learning has been the equivalent of putting Comput- er Vision on Russian steroids .

Computer Vision is now so pow- erful it can do things it couldn t do before . You can have a com- puter watching all your cam- eras , all the time , cost-effec- tively .

It can locate people where they shouldn t be and / or car- rying things they shouldn t have - at their precise loca- tion in real-time .

With all these improvements , though , Computer Vision still can t replace human intel- ligence . Computers lack the ability to detect nuances in behavior . Computer Vision still generally lacks what , in Machine Learning circles , is usual- ly called Persistence .”

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