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Training Privacy-Preserving Video Analytics Pipelines by Suppressing Features That Reveal Information About Private Attributes
Deep neural networks are increasingly deployed for scene analytics, including to evaluate the attention and reaction of people exposed to out-of-home advertisements. However, the features extracted by a deep neural network that was trained to predict a specific, consensual attribute (e.g. emotion) may also encode and thus reveal information about …