Software such as virtual assistants provide information to users, e.g., as ambient information, e.g., displayed on a device home screen, or in response to user queries. In such contexts, it is difficult to determine whether the user is satisfied with the displayed information or response to the query. This disclosure describes techniques that, with user permission, utilize on-device analysis of images or video obtained from a device camera, to determine user satisfaction.
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Jordan, Herbert; Miller, Konrad Jan; and Weisz, Agoston, "Interaction Quality Determination Using Device Camera", Technical Disclosure Commons, (June 02, 2020)