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Yes, I am aware of that. But I would like to know how the training works. How does a NN learn the style of an image?
by TekMol 9y ago
Yes, I am aware of that.
But I would like to know how the training works. How does a NN learn the style of an image?
- reiinakano 9y agoAhh I see, these are some resources that should help you. The original Neural Style Transfer paper should help you understand the loss functions involved: https://arxiv.org/abs/1508.06576 https://arxiv.org/abs/1508.06576 The paper introducing Real-Time Style Transfer is basically the algorithm used here: https://arxiv.org/abs/1603.08155 https://arxiv.org/abs/1603.08155
- SamBam 9y agoI think you can consider one single image as a large corpus of data, in the same was that you could train a simple Markov model from a large paragraph of text. It doesn't matter to the model whether the original text was 500 words in one piece of text, or five 100-word texts. It's mostly looking at local regions and seeing what guesses it can make about the next region given one region. (If I understand correctly).