def crop_image_y(img, normY):
    """
    Crops image along Y direction (balanced)
    """

    diff = img.shape[0] - normY
    startY = diff//2
    if diff % 2 != 0:
        startY += 1
    stopY = img.shape[0] - diff//2

    return img[startY:stopY,:]