How Do You Train a Model on User Generated Data?

Each outfit contains multiple items, an their items images, as well as what's thedscip of the outfit. And we can have the user relationship to it, saying, this is the user that created it. Or this is the users who liked this outfit. We actually had a lot of trouble tuning and training the model. But after training the model in a way to make it really robust and stable, we still overcame that. I'm curious if you think there's a need for some sort of a fashion data set? It would be something beyond what we have shown that even pre-trained models are very easy to classify.