def __decode_image(self, image):
image = base64.b64decode(re.sub(r'^data:image/.+;base64,', '', image))
image = BytesIO(image)
image = np.array(Image.open(image))
image = image.astype(np.float32)[np.newaxis, ...] / 255.
return image
