Image Dataset on professional photographs

I want to categorize an image as a headshot,3/4 and categories like that ,I don’t know more categories would like to know them.So the model will basically tell us if our pictures are closer to pro style and which category it is.I didn’t find datasets like that.Can you guys help.
Thank you.

Check out this pretty popular model called flickr-style. It’s a pre-trained caffe model that does exactly what you’re looking for.
Here’s a link. http://caffe.berkeleyvision.org/gathered/examples/finetune_flickr_style.html

And also, the paper it’s based on : http://sergeykarayev.com/files/1311.3715v3.pdf

But you might run into copyright issues because of the fact that this dataset is from flickr.

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Thank you.So the datasets from flicker like sites will have copyright issues ,is there any open source ones.

Even we are just using the images to train a model, it still got license issue?

Thanks for your helps.
Could I interpret your words as following?

1 : It is safe to use the images to train your model even the images are not Creative Common images if you do not plan on distribute those images
2 : If you want to distribute the images you collected, better make sure they are Creative Common, else you may have some troubles

What is this mean?