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The model you use to validate? #4

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julycetc opened this issue Jan 8, 2020 · 3 comments
Open

The model you use to validate? #4

julycetc opened this issue Jan 8, 2020 · 3 comments
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good first issue Good for newcomers

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@julycetc
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julycetc commented Jan 8, 2020

In the code, it seems that you use the model stored in ema to do the validation and get the final result.Here i have two questions:
1.Why do you use the ema model to do the validation, but do not use the model_wrapper which is directely preuned?
2.Is it supposed that ema model will get better result than model_wrapper?And why?
Thanks very much for your reply!

@meijieru
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meijieru commented Jan 9, 2020

  1. It's part of the Mnasnet's training schedule and consistently improves the performance.
  2. Yeah. In my opinion, it's a kindle of ensemble along time.

@julycetc
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julycetc commented Jan 9, 2020

Thanks very much for your reply!
I am quite interested in this phenomenon.
However, It seems that there is no discription about this problem in your paper? Does there have any other papers which mentioned about this problem?

@meijieru
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meijieru commented Jan 9, 2020

It's a part of the Mnasnet training schedule which is mentioned in the paper. We also give MobileNetV2's performance for reference (73.6 top-1).
Single-Path NAS: Designing Hardware-Efficient ConvNets in less than 4 Hours mentioned this phenomenon.

meijieru pushed a commit that referenced this issue Feb 3, 2020
* Format with flake8

* Release pretrained model of usnets

* Create MODEL_ZOO.md

* Update README.md
@meijieru meijieru added the good first issue Good for newcomers label Apr 30, 2020
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