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

• Pose estimation
• Yolov5
• Action recognition
• ResneXt