AbnormalBehaviorRecognition

Abnormal Behavior Recognition

Todo List

• [x] Preprocessing data

  • [x] Extract frames from video
  • [x] Remove background
  • [x] Create label
  • [x] Pose estimation label
  • [x] Create data loaders

• [x] Choose models

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

• [x] Train model

  • [x] Pose estimation model

• [x] Postprocessing data

  • [x] Calculate the start and end time of abnormal behavior

• [x] Test model

  • [x] Tuning with classes of abnormal behavior

Acknowledgement

• Pose estimation
• Yolov5
• Action recognition
• ResneXt