Once the event processor module 3146 completes these tasks, the event categorizer module 3148 aggregates all of the information and generates a categorization for the motion event candidate. In some implementations, false positive suppression is optionally performed to reject some motion event candidates before the motion event candidates are submitted for event categorization. In some implementations, determining whether a motion event candidate is a false positive includes determining whether the motion event candidate occurred in a particular zone. In some implementations, determining whether a motion event candidate is a false positive includes analyzing an importance score for the motion event candidate. The importance score for a motion event candidate is optionally based on zones of interest involved with the motion event candidate, background features, motion vectors, scene features, entity features, motion features, motion tracks, and the like. FIG. 10D is a block diagram of a doorbell camera system that has a voltage monitoring unit in a bypass unit in accordance with some implementations. The doorbell camera system 1000 includes a doorbell camera 106 having a doorbell button 1002, a camera module 1004, an LED indicator, a speaker, a microphone, a processor and memory including programs executed by the processor. The camera module 1004 further includes a lens assembly 704 and an image sensor array that are configured to capture images at a premises, and a wireless transceiver that is configured to exchange data with a remote server over one or more wireless communication networks. The doorbell button 1002 is configured to trigger a remote chime 1006 in response to a user press on a button top 702. In some implementations, the LED indicator is configured to illuminate through a peripheral edge 1040 of the doorbell button 1002 that surrounds the button top 702.

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