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What Game of Thrones character do you resemble?

Sam Tone, Wolfram Research
Posted 8 years ago
POSTED BY: Sam Tone
9 Replies
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Sam, Thank you for an interesting post. If you don't have enough images, it might be a good idea to use the pre-trained model to build a classifier(Transfer Learning). There is an example in Wolfram Neural Net Repository. There are many examples besides ResNet-50 in Wolfram Neural Net Repository. I'm sorry I do not know which is better.
POSTED BY: Kotaro Okazaki

What are the steps for Transfer Learning in this case? Sam's net was trained just on a few classes of images which are exactly the GoT characters. ResNet-50 was trained on dataset "consisting of 1.2 million training images, with 1000 classes of objects." How do we squeeze 1000 classes of objects into just a few of GoT?
POSTED BY: Sam Carrettie
POSTED BY: Kotaro Okazaki
POSTED BY: Sam Carrettie

This has been a super helpful conversation. Thanks for the input, Sam and Kotaro!
POSTED BY: Sam Tone

Hi Sander -- Thanks for the positive feedback! The list had 1429 images total. I think the breakdown was about 250 for Dany, 250 for Jon, 200 for Tyrion, 175 for Cersei, 150 for Jaime, 200 for Arya, and 225 for Sansa (obviously including in/out of character photos).
POSTED BY: Sam Tone

Thanks for sharing!How did you get the images? WebImageSearch? or manually? orÂ… ?
POSTED BY: Sander Huisman

I did them manually through drag and drop as to not use the WebImageSearch credits, which can be limited. It also made it a bit easier to pull images that I knew would probably pass my FindFaces iterator.
POSTED BY: Sam Tone

That's really neat! Thanks for sharing. How many faces did you use for learning?

POSTED BY: Sander Huisman
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