Generating faces of cats using Generative Adversarial Networks
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Generating faces of cats using Generative Adversarial Networks
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Re: Generating faces of cats using Generative Adversarial Networks
#2I was expecting meows.
Re: Generating faces of cats using Generative Adversarial Networks
#3I was expecting meows.
Yeah, that would have been more interesting.
This is technically a meow generator generator.
Re: Generating faces of cats using Generative Adversarial Networks
#4Re: Generating faces of cats using Generative Adversarial Networks
#5With this kind of task, how do you verify that you didn't just overfit and start reproducing the input data?
Re: Generating faces of cats using Generative Adversarial Networks
#6With this kind of task, how do you verify that you didn't just overfit and start reproducing the input data?
She's generating it from noise:
https://github.com/AlexiaJM/Deep-learning-with-cats/blob/mas...
Also, you could verify by writing unit tests with OpenCV to look for similar sources. Since it's all headshots, it will find matches for sure, but it would also find with human faces.
Re: Generating faces of cats using Generative Adversarial Networks
#7With this kind of task, how do you verify that you didn't just overfit and start reproducing the input data?
She's generating it from noise: https://github.com/AlexiaJM/Deep-learning-with-cats/blob/mas... Also, you could verify by writing unit tests with OpenCV to look for similar sources. Since it's all headshots, it will find matches for sure, but it would also find with human faces.
The neural network is starting from noise, but that's not the only input, it was trained on [0] and I think it's arguable that the NN is "reproducing" the images from its training dataset in some sense.
[0] https://web.archive.org/web/20150703060412/http://137.189.35...
Re: Generating faces of cats using Generative Adversarial Networks
#8With this kind of task, how do you verify that you didn't just overfit and start reproducing the input data?
Similar thoughts: How do I verify what I read isn't just technobabble haha. I don't think I understood much of it
Re: Generating faces of cats using Generative Adversarial Networks
#9Change the title? Seems like I wasn't the only one expecting some sort of audio-related thing.
Re: Generating faces of cats using Generative Adversarial Networks
#10I was expecting meows.
not meows, but here are some purrs: https://purrli.com/