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Implementation of TADAM: Task dependent adaptive metric for improved few-shot learning #54

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diego91964 opened this issue Jul 28, 2022 · 1 comment
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enhancement New feature or request

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@diego91964
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Problem
What do you want to do? What is blocking you?

I am reading an article and would like to discuss the possibility of implementing it in the prototypical network (https://arxiv.org/abs/1805.10123).

It would require the creation of a block to represent TEN layer, however the implementation of resnet12 uses a library and would have to be replaced by its own implementation.

What do you think about the proposal in this article for improving the calculation of the loss function?

@diego91964 diego91964 added the question Further information is requested label Jul 28, 2022
@ebennequin
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Hi Diego!

TADAM is not on my roadmap at the moment, but I agree it would be a nice addition to the library and I'd be happy to help you if you want to implement it!

We can design the specific TADAM ResNet architecture in easyfsl.modules, and an example notebook adapted to the specific episodic training process.

@ebennequin ebennequin added enhancement New feature or request and removed question Further information is requested labels Jan 6, 2023
@ebennequin ebennequin moved this to 📋 Backlog in EasyFSL Apr 11, 2023
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