18 Apr 2024
Uncovering the Vulnerabilities of Object Detection Models: A Collaborative Effort by Advai and the NCSC
Object detectors can be manipulated. -The car is no longer recognised as a car. -The person is no longer there. ...As the use of these detection systems becomes increasingly widespread, their resilience to manipulation becomes increasingly important.
The purpose of this work is to both demonstrate vulnerabilities of these systems and to showcase how manipulations might be detected and ultimately prevented.
In this blog, we retell of our technical examination of five advanced object detectors' vulnerabilities, with sponsorship and strategic oversight from the National Cyber Security Centre (NCSC).