aleemsidra / ConvLoRA

This repository contains the pytorch code for our ISBI 2024 paper "ConvLoRA and AdaBN Based Domain Adaptation via Self-Training".
MIT License
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Is ESH (Early Segmentation Head) required component? #1

Closed Joeycho closed 5 months ago

Joeycho commented 5 months ago

Hi Sidra,

It was very nice to meet you at ISBI 2024. And thank you for explaining the detail of the work from your group. I‘m the person who asked you regarding batchnorm and instancenorm, and we met later at the social event with the nice background (Acropolis).

I‘m already back to Germany, and I directly jump into your paper and I‘m checking whether it‘s applicable in my research.

Although I have access to source domain, it‘s still beneficial if I don‘t have to retrain certain module with this source dataset. To incoporate ConvLora, how critical ESH module is? If I understand correctly, it seems required in adaptation phase.

Best, Joey

aleemsidra commented 5 months ago

Hi Joey

Thanks for getting back to me. The objective of my work was to find out which part of network is more prone to domain shift, hence i placed ESH on different parts to evaluate that. And then based on findings adpat only that part by placing ESH.

You can adpat the network by inserting convlora at any point. It will aid adpataion. However, it needs to be experimentally validated.

Thank you, Regards

Sidra

On Fri, 31 May 2024, 1:07 pm Joeycho, @.***> wrote:

Hi Sidra,

It was very nice to meet you at ISBI 2024. And thank you for explaining the detail of the work from your group. I‘m the person who asked you regarding batchnorm and instancenorm, and we met later at the social event with the nice background (Acropolis).

I‘m already back to Germany, and I directly jump into your paper and I‘m checking whether it‘s applicable in my research.

Although I have access to source domain, it‘s still beneficial if I don‘t have to retrain certain module with this source dataset. To incoporate ConvLora, how critical ESH module is? If I understand correctly, it seems required in adaptation phase.

Best, Joey

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