About high quality augmented images

can we use High Quality Augmented images in Custom Image Segmentation Algorithm? On the Fritz Documentation, the image resolution is mentioned as 224*224 (Input image). So even adding High Quality images, also will reduce its size which will affect the quality of image too. is it so?