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Optionally, facial recognition is implemented on device i. e. , locally on the doorbell camera 106 and in cloud e. g. , remotely in the server system 164. In some implementations, when face recognition is implemented locally, it is simplified according to local computational capability available at the doorbell camera 106.

 

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, the smart home environment 100, FIG. 1, and a single controller device receives the video data from each camera and processes the video data to detect motion event candidates in the video stream from each camera. The controller device is responsible for allocating sufficient outgoing network bandwidth to transmitting video segments containing motion event candidates from each camera to the server before using the remaining bandwidth to transmit the video stream from each camera to the server system 164. In some implementations, the continuous video stream is sent and stored at one server facility while the video segments containing motion event candidates are send to and processed at a different server facility. In some implementations, the smart device sends additional source information 503 to the server system 164. This additional source information 503 may include information regarding a device state e.