Evaluation of a large image dataset

Hello,I would like to ask the community,what would be the recommend way to proceed to the evaluation step,in case we are working on a object detection problem with a large dataset.Everything works fine up to the pre-evaluation step of saving images to the disk first in order to proceed with the evaluation step,according to the following guide(Object detection),thank you!