1. A computer program product for controlling privacy in a face recognition application, comprising a non-transitory tangible storage device having program code embodied therewith, the program code executable by a processor of a computer to perform a method, the method comprising: capturing, by a sensor device, a digital image of a face; receiving, by the sensor device, a face recognition query; detecting, by the sensor device, a facial signature from the digital image of the face; calculating, by the sensor device, a statistical correlation between the detected facial signature and one or more facial signatures in a first database; identifying, by the sensor device, a target user associated with a facial signature among the one or more facial signatures in the first database based at least in part on the statistical correlation between the detected facial signature and the one or more facial signatures in the first database; extracting, by the sensor device, a profile of the target user from a second database, wherein the profile comprises one or more privacy preferences; generating, by the sensor device, a customized profile of the target user, wherein the customized profile omits one or more elements of the profile of the target user based on the one or more privacy preferences and further based on a facial expression of the target user, wherein a decision to omit the one or more elements from the customized profile is made based on detecting the facial expression of the target user in the digital image; and providing, by the sensor device, the customized profile of the target user.