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cxxgtxy avatar cxxgtxy commented on July 29, 2024 1

I read the paper carefully.
It says that the rank experiment is performed "we don’t employ any other tricks
like dropout [21], cutout [6] or mixup [28]". When compared with ProxylessNAS, they said they used the training tricks like google's MNASNET(google used dropout.).
Thus, it should be two different experiments.

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PistonY avatar PistonY commented on July 29, 2024

Ok that, so the final result FairNAS-A got 75.34 top-1 on ImageNet using dropout? And is there any additional tricks?

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cxxgtxy avatar cxxgtxy commented on July 29, 2024

I think so. However, I need to reproduce it to answer your question.

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fairnas avatar fairnas commented on July 29, 2024

@PistonY As @cxxgtxy says, in order to rank models, the sampled models are not trained with dropout. For the published model, it is thus trained to be on par with MnasNet, ProxylessNet.

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fairnas avatar fairnas commented on July 29, 2024

@PistonY Please refer Section 6.3 as we use similar hyperparameters and tricks like in literature MnasNet [24]. So the FairNAS-A is indeed trained with dropout.

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PistonY avatar PistonY commented on July 29, 2024

@cxxgtxy @fairnas Ok, thanks! I also want to reproduce the results of the paper myself, so I need to make sure my understanding is right.

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