Training a vision model from scratch on iPod touch 4 images

I trained a DCGAN model from scratch on iPod touch 4 pics. I understand the scale needed to train a vision model from scratch so I’m starting with just 1 case/object to take pics of. I took around 350 pics of a red solo cup in different backgrounds, lighting conditions, etc. The pictures that the model generates reminds me of Open AI’s DALL E from back in 2022. I’m gonna try to take around 5000 total, I wanna see if the model can pick up on specific sensor artifacts from the iPods camera.