Image classification FCN training

I have a dataset of posts on a website (which I have downloaded in file format data/category1 and data/category2) all are png, or jpg format files. All with unique dimensions. Is there a way to train the neural network without resizing the images? I already know I would have to train them in separate batches, but I cannot for the life of me figure out how to get them all into individual batches to be trained. Thank you in advance for your help 😀

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