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junyanz avatar junyanz commented on August 20, 2024

I am not familiar with the piano roll data. Is it for future prediction? The current generator architectures assume strong spatial alignment between input and output, which might not be the case of your application. It also seems that L1 reconstruction does not work for your application as most of the pixels are black.

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rafaelvalle avatar rafaelvalle commented on August 20, 2024

Yes, it is for future prediction. Does the spatial alignment come from the concatenation of features?
With other architectures L1 didn't seem to help...

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junyanz avatar junyanz commented on August 20, 2024

Our generator architecture works well for spatially aligned data. It might be struggling with other types of data.

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rafaelvalle avatar rafaelvalle commented on August 20, 2024

What in your generator's architecture makes it work well for spatially aligned data?

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junyanz avatar junyanz commented on August 20, 2024

The generator is a U-Net with many skip connections. Please see the original paper for more details. Also, check out Sec 3.2.1 in the pix2pix paper.

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rafaelvalle avatar rafaelvalle commented on August 20, 2024

Thank you for pointing out the section in the paper. I'll close the issue.

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