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WenbinLee avatar WenbinLee commented on July 29, 2024 1

Yes, we had observed the same degradation without fixing the BN parameters. This is the reason why we fix the parameters of Batch Normalization after 10000 episodes. We don't know the true reason of this phenomenon yet. We guess BN will affect the generalization performance of models. Actually, the research on BN is very hot recently. Thanks.

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itongworld avatar itongworld commented on July 29, 2024

Thanks a lot for your insightful analysis. And do you think other metric-based few-shot classification models, i.e., Protonet, can also benefit from this fixed-parameter setting?

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WenbinLee avatar WenbinLee commented on July 29, 2024

You are welcome. Yes, we had reimplemented Protonet based on the same framework, and we found this setting can gain about 1% performance improvement.

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