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mingyuliutw avatar mingyuliutw commented on August 31, 2024

Yes, the entire work/paper is about unaligned data. Alignment is not required.

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mingyuliutw avatar mingyuliutw commented on August 31, 2024

The shared latent space assumption is an assumption saying that if there exists a pair of corresponding images in the two domains then the two images should have the same latent representation. During training, you don’t have aligned data (paired of corresponding images). The whole point of the paper is to use this constraint to encourage a solution that would be likely desired.

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hsm207 avatar hsm207 commented on August 31, 2024

@mingyuliutw Could you please tell me which part of the model is preventing it from giving the same shared latent representation when the pair of input images is not a pair of corresponding image e.g. image 1 is the number 6 from SVHN and image 2 is the number 7 from MNIST?

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