How the behaviors are classified
Behavior annotation in SmartAnnotator consists of the following steps:
- The top view videos are preliminary annotated with the Rat Behavior Recognition Module or Mouse Behavior Recognition Module of Ethovision XT version ***
See the section Behavior Recognition Requirements in the EthoVision XT Help for the best practices for camera setup, arena setup and detection settings. - SmartAnnotator makes fragments, each with a separate event, based on the automatic behavior classification in EthoVision XT.
- Video fragments are shown to the user, for manual annotation.
- The AI model is updated with these manual annotations.
- Steps 3 and 4 are repeated until the classifier reaches an accuracy threshold.
- The resulting classifier is applied to all events that are not yet annotated, giving these an automatic annotation if the model is certain enough.
- Events that are most informative for the classifier, are shown to the user, for manual annotation.
- Steps 3-7 are repeated, until all events are annotated.
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