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Is it still relevant to measure IS and FID if not using ImageNet?

asked 2021-06-20 11:00:00 +0000

nofretete gravatar image

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answered 2021-10-20 17:00:00 +0000

bukephalos gravatar image

Yes, it is still relevant to measure IS and FID for evaluating the quality of generative models even if not using ImageNet. These metrics provide a quantitative measure of how similar the generated samples are to the real data in terms of their distribution and visual appearance, which can be useful for assessing the performance of a generative model in various applications. Additionally, there are alternative datasets that can be used for evaluating generative models outside of ImageNet, such as CIFAR-10, STL-10, and MNIST, among others.

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Asked: 2021-06-20 11:00:00 +0000

Seen: 15 times

Last updated: Oct 20 '21