I'd like to use GANs for a 1-D image-to-image transformation

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Ram Krishnan 2024-11-7

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https://ww2.mathworks.cn/matlabcentral/answers/2164725-i-d-like-to-use-gans-for-a-1-d-image-to-image-transformation

评论： Ram Krishnan 2024-11-8

I'm working on a medical application where I have 1-D images (think ECG, PPG, etc). I'd like to use a GAN to mimic another 1-D image in a one-to-one way. One way to do transfer learning from a 2-D Cycle GAN example shown in Matlab is to replicate my 1-D image (125 X 1) into a 125 X 125 to form an image but that seems like a huge computing burden. Any ideas?

Thanks

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William Rose 2024-11-8

@Ram Krishnan,

125x125 is not a hge computing burden.

Goodfellow et al. (2014) use images for their examples, in the original GAN paper.

Zhu et al. (2017) use images, not 1-D signals.

Zhao et al. (2017) use images, not 1-D signals, in their paper.

I think you will need to do some original thinking. I would start with thinking about a 1-D convolution on a signal, instead of a 2-D convolution on an image, for the generator.

Good luck with your research.

Ram Krishnan 2024-11-8