Running HAMS Face Verification module

import os
from ipywidgets import FileUpload
from omegaconf import OmegaConf

from mapping_cli.maneuvers.face_verification import FaceVerification
from mapping_cli.config.config import Config

from ipywidgets import FileUpload
from IPython.display import display, Image
upload = FileUpload(accept='.mp4', multiple=False)
display(upload)

Upload the calibration video to registered the driver taking the test

with open("calibration.mp4", "wb") as f:
    f.write(upload.value[0].content)

Upload the video of the driver-facing camera to check if it’s the registered driver that is taking the test

with open("front_video.mp4", "wb") as f:
    f.write(upload.value[0].content)

Modify the config variables depending on the need.

config = {

}

Now, save the config to face_verification.yaml, create a directory to store the outputs named output and run the seabelt module

with open('face_verification.yaml', 'w') as f:
    OmegaConf.save(OmegaConf.create(config), f)
os.makedirs('output', exist_ok=True)

face_verification = FaceVerification(inputs={"fpath": os.path.abspath('front_video.mp4'), "calib_video": os.path.abspath('calibration.mp4')}, config=Config('face_verification.yaml'), out_folder='output')
_, result, _ = face_verification.run()

Final Test Results

print(f"Same Driver: {result}")