import cv2 import numpy as np import time def upscale_image(input_image): start_time = time.time() upscale_factor = 2 output_image = cv2.resize(input_image, None, fx = upscale_factor, fy = upscale_factor, interpolation = cv2.INTER_CUBIC) end_time = time.time() execution_time = end_time - start_time return [output_image], f"Time taken: {execution_time} sec."