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The AC DC converter 11084 is coupled to the power supply connector 11082 and configured to generate one or more DC supply voltages to drive various electronic components of the doorbell camera 106. The voltage regulator 11086 is configured to regulate the one or more DC supply voltages to one or more internal supply voltages as needed. The power unit 11088 is coupled to the image sensor array 1114 and/or the image processor to provide power therefor. In some implementations, the sensor board 1108 further includes one or more storage capacitors that are configured to enable voltage conversion and regulation by the AC DC converter 11084 and the voltage regulator 11086. In some implementations, the main board 1110 includes at least a central processing unit CPU, a memory system e. g. , the doorbell camera 106 of a smart home environment 100. The doorbell camera 106 has a field of view of an entryway of the smart home environment 100. The motion stream is a video stream depicting movement or information regarding amount of motion in a scene. The server 164 determines based on an analysis of the motion stream that a visitor is approaching the entryway, and performs a facial recognition operation based on one or more frames of the motion stream. The server 164 then determines based on an outcome of the facial recognition operation whether the person is known to the smart home environment.