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tcapelle avatar tcapelle commented on June 11, 2024 1

@wuchaowei2012 you motivated me, I am re-running everything...

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tcapelle avatar tcapelle commented on June 11, 2024

You get this with a random split 80/20, with the split0 (what is used on the notebook, you get 60%).
I will update the notebook to reflect the 94%

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wuchaowei2012 avatar wuchaowei2012 commented on June 11, 2024

Which one is 94%, top1 accuracy, or top-5 accuracy?

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tcapelle avatar tcapelle commented on June 11, 2024

top1

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wuchaowei2012 avatar wuchaowei2012 commented on June 11, 2024

Bravo! By the way, how many epochs does it spend and the corresponding learning rate?

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tcapelle avatar tcapelle commented on June 11, 2024

it is training right now, you will have to wait, I am squeezing some GPU between my models.
The split0 is pretty hard, with some classes with very little examples. That's why you get lower accuracy.

  • 10 epochs, variable LR.

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wuchaowei2012 avatar wuchaowei2012 commented on June 11, 2024

Did you train an epoch of this model and then change the learning rate in the next epoch?

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tcapelle avatar tcapelle commented on June 11, 2024

Look at my last commit, you have the training.
I am unable to reproduce the 94% on 10 epochs, will have to try later with more epochs.more layers.
The learning rate is scheduled with a One Cycle policy.

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tcapelle avatar tcapelle commented on June 11, 2024

I retrained and added the top5 accuracy metrics.

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