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Add IL2M strategy #676

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Mathieu4141 opened this issue Jun 20, 2021 · 4 comments
Open

Add IL2M strategy #676

Mathieu4141 opened this issue Jun 20, 2021 · 4 comments
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Training Related to the Training module

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@Mathieu4141
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Hi!

I'd like to implement IL2M in avalanche, along with the metric that was proposed to show bias toward new classes.
reference paper: https://openaccess.thecvf.com/content_ICCV_2019/papers/Belouadah_IL2M_Class_Incremental_Learning_With_Dual_Memory_ICCV_2019_paper.pdf
code: https://github.com/EdenBelouadah/class-incremental-learning/tree/master/il2m

I don't know if there is already a plan to port this or if it's ok if I start working on that?

@Mathieu4141 Mathieu4141 added the bug Something isn't working label Jun 20, 2021
@vlomonaco
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@EdenBelouadah for sure wanted to port it, but I think she is focusing on #527 right now :-)
@EdenBelouadah, @AntonioCarta is it ok if @Mathieu4141 starts working on IL2M? @EdenBelouadah maybe you can review the PR!

@vlomonaco vlomonaco added Training Related to the Training module and removed bug Something isn't working labels Jun 21, 2021
@EdenBelouadah
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Hello,
Yesterday, I started working again on SIW (#527), and the plan was to pass after that to IL2M.
If you want, you can start working on IL2M, and I will join you later. Maybe by the end of this week of the beginning of the other.

@AntonioCarta
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Fine by me.

If you have any doubts feel free to ping me on the ContinualAI slack.

@Mathieu4141
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Great 😄

I started to write a metric for the Mean Scores comparison you made in the paper #683
The MeanScores metric can be reused for the plugin :)

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