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Optionally, the client device includes a location detection device 616, such as a GPS global positioning satellite or other geo location receiver, for determining the location of the client device. The
memory 606 includes high speed random access memory, such as DRAM, SRAM, DDR SRAM, or other random access
solid state memory devices; and, optionally, includes non volatile memory, such as one or more magnetic disk storage devices, one or more optical disk storage devices, one or more flash memory devices, or one or more other non volatile solid state storage devices. The memory 606, optionally, includes one or more storage devices remotely located from one or more processing units 602. The memory 606, or alternatively the non volatile memory within the memory 606, includes a non transitory computer readable storage medium. In some implementations, the memory 606, or the non transitory computer readable storage medium of the memory 606, stores the following programs, modules, and data structures, or a subset or superset thereof: an operating system 618 including procedures for handling various basic system services and for performing hardware dependent tasks;a network communication module 620 for connecting the client device 220 to other systems and devices e. g.
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5 Vietnam 4. 5. 5 India 4. 5. 6 Australia 4. 6 South America Smart
Doorbell Camera Sales, Revenue, Price and
Gross Margin 4.
residential security systems
In
motion-sensors.html">some implementations, the event identification process includes segmenting the video stream into multiple segments then categorizing the event candidate within each segment. In some implementations, categorizing the event candidate includes an aggregation of background factors, entity detection and identification, motion vector generation for each motion entity, entity features, and scene features to generate motion features for the event candidate. In some implementations, the event identification process further includes categorizing each segment, generating or updating an event log based on categorization of a segment, generating an alert for the event based on categorization of a segment, categorizing the complete event, updating the event log based on the complete event, and generating an alert for the event based on the complete event. In some implementations, a categorization is based on a determination that the event occurred within a particular zone of interest. In some implementations, a categorization is based on a determination that the event candidate involves one or more zones of interest. In some implementations, a categorization is based on audio data and/or audio event characterization. In some implementations, the video source 501 e. g. , the camera 118 or 106 transmits a live video feed to the remote server system 164 via one or more networks e. g. , the networks 162.