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Replying to @citnaj
I’ve enjoyed following this project and I find it fascinating. Can you tell me: why does the model tend to make so many things purple? I’m honestly wondering whether there’s a reference it’s using and purple dyes were more common in clothing etc. back in the day?
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Replying to @paulmather007
It's more specifically unknown/unknowable things, particularly clothing, that get the purple treatment. There's ways to mitigate it and I'm chipping away at it slowly, but it's a very long tail problem. Basically the model is defaulting in these cases to an "average".
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Replying to @citnaj
Ah! Probably better than defaulting to acid washed denim.
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Well that happens too, embarrassingly enough. I'm sure you've seen that. That's the trade off of using modern images to inform historical colorization.
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Replying to @citnaj
We just need to train the model on modern historical dramas shot in color and hope the art director and the costume people did their research.
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Replying to @paulmather007
That's definitely a clever idea and it'd probably get you closer to the ground truth than what it's at now.
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