Thanks for helping, the below code works.
# This Works
tensor_image = CUSTOM_TRANSFORMS(image) # The way image stored
image_clone = np.array(transforms.ToPILImage()(tensor_image))
print(type(image_clone), image_clone.shape)
cv2.rectangle(image_clone, (bbox[0], bbox[1]), (bbox[2], bbox[3]), color = (255, 0, 0), thickness = 3)