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[–] udo [S] ago 

A list of all known published GAN algorithm papers and source code (all within last 2 years mainly) :

https://github.com/hindupuravinash/the-gan-zoo

Most all of them nowadays, could build a specifically trained perfect dog or muffin detector. The issue is you need to train it on 15,000 nouns, for a day each, with 20 example photos. Not just 2 nouns, if you want to cover all main nouns.