Looking for example of Image Dataset creation format so I can link the class and features to image like below.

How such dataset (or more complex) can be created outside Mathematica and then imported for training? I have a lot of images that needs to be imported and classified.
Thank you for any example or direction as my searches were not successful.
Hugues