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Assembly Line Activity Recognition: Difference between revisions

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== What is next? ==
== What is next? ==


Having a trained model for the specific assembly process allows getting a prediction in real-time of every action that happens during production. These predictions can be used for online analysis of the production process into an embedded system, and automatically flag the recorded videos when a specific set of events happen such as a part is removed, the assembly sequence is incorrect or a part has been completed. All this data can be automatically logged into the system and tied to the recorded video for posterior analysis. Remote configuration can be enabled on the edge device to allow the user to control the settings of the detection such as what events to log, change the recording settings, change the behaviour on specific events, among others. The following figure shows a simplified diagram of the entire solution for a production line:
Having a trained model for the specific assembly process allows getting a prediction in real-time of every action that happens during production. These predictions can be used for online analysis of the production process into an embedded system, and automatically flag the recorded videos when a specific set of events happen such as a part is removed, the assembly sequence is incorrect or a part has been completed. All this data can be automatically logged into the system and tied to the recorded video for posterior analysis. Remote configuration can be enabled on the edge device to allow the user to control the settings of the detection such as what events to log, change the recording settings, and change the behavior on specific events, among others. The following figure shows a simplified diagram of the entire solution for a production line:


[[File:action_recognition_use_case.png|600px|thumb|center|Typical solution for a action recognition system on a production line]]
[[File:action_recognition_use_case.png|600px|thumb|center|Typical solution for a action recognition system on a production line]]
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