Here I tried a new approach, I gathered the low resolution images and upscaled all of them to sizes over 512 pixels. Then I trained using 31 images, 10 repeats 20 epochs. I selected the 10th epoch on a whim, it has 1550 steps so it should be flexible and not overbaked.