pip install -r requirement.txt
Make sure to download ffmpeg on your device
python videos/get_videos.py
After importing video data completes, you can then extract different actions with the command below
python data_preparation/create_action.py --input "Brief screenning.MOV" --action "moving backwards" --start "00:00:39" --end "00:00:49"
Where
--input should be a video already in the videos folder --action should be the action discovered in the input video --start is the time the action begins --end is the time the action ends
python data_preparation/action_dataset.py
python train_slowfast.py
# 500 epochs
# Testing DataLoader 0: 100%|███████████████████████████████████████████████████████████████████████████| 3/3 [00:12<00:00, 0.23it/s]
# ────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
# Test metric DataLoader 0
# ────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
# test_acc 0.800000011920929
# test_loss 0.6259332895278931
# ──────────────────────────────────────────────────────────────
video_path = 'videos/Postural Analysis Lateral.mp4'
all_actions = generate_actions_from_video(video_path)
print(all_actions)
python3 test_slowfast.py
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