import numpy as np
from PIL import Image
import cv2


def canny_from_pil(image, low_threshold=100, high_threshold=200):
    image = np.array(image)
    image = cv2.Canny(image, low_threshold, high_threshold)
    image = image[:, :, None]
    image = np.concatenate([image, image, image], axis=2)
    control_image = Image.fromarray(image)
    return control_image