lacie-life / AbnormalBehaviorRecognition

Abnormal Behavior Recognition

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AbnormalBehaviorRecognition

Abnormal Behavior Recognition

Todo List

  • Preprocessing data

    • Extract frames from video
    • Remove background
    • Create label
    • Pose estimation label
    • Create data loaders
  • Choose models

    • Object detection (yolov8x)
    • Pose estimation model (resnext50 with 3 class walk, fall, fight)
    • Fire detection model (yolov8, low accuracy)
    • Processing strategy
  • Train model

    • Pose estimation model
  • Postprocessing data

    • Calculate the start and end time of abnormal behavior
  • Test model

    • Tuning with classes of abnormal behavior

Acknowledgement

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Abnormal Behavior Recognition

License:GNU General Public License v3.0


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Language:Python 100.0%