def METHOD_NAME(bbox, aid):
    '''
    Convert from the prediction, which is in normalized 0,1
    coordinates relative to the original bounding box, to
    image image coordinates.
    '''
    xtl, ytl, w, h = ibs.get_annot_bboxes(aid)
    x0, y0, x1, y1 = bbox
    x0 = int(np.around(x0 * w))
    y0 = int(np.around(y0 * h))
    x1 = int(np.around(x1 * w))
    y1 = int(np.around(y1 * h))
    xtl += x0
    ytl += y0
    w -= x0 + x1
    h -= y0 + y1
    bbox = (xtl, ytl, w, h)
    return bbox