def bbox_from_xywh(xywh):
    """Convert a bounding box from a numeric dict to a numeric list representation."""
    return (
        xywh['x'],
        xywh['y'],
        xywh['x'] + xywh['w'],
        xywh['y'] + xywh['h']
    )