def normalize_bbox(coords, ymax, scaler=2):
    """
    scales all coordinates and flip y axis due to different
    origin coordinates (top left vs. bottom left)
    """
    return [coords[0] * scaler, ymax - coords[3] * scaler, coords[2] *
        scaler, ymax - coords[1] * scaler]
