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Reproduce EuroSAT Results with ViT-L-14 and ViT-B-32 Models #6

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FarisXiong opened this issue Aug 29, 2024 · 2 comments
Open

Reproduce EuroSAT Results with ViT-L-14 and ViT-B-32 Models #6

FarisXiong opened this issue Aug 29, 2024 · 2 comments

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@FarisXiong
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Hello,
I am trying to reproduce the results of EuroSAT dataset for the ViT-L-14 and ViT-B-32 models, but I am unable to match the performance reported in the paper. I would appreciate any guidance or suggestions on how to resolve this issue. Here are the details of my experiments:

ViT-L-14 Model:
My reproduced result: 92.70% accuracy
Reported result in the paper: 94.1% accuracy
ViT-B-32 Model:
My reproduced result: 77.22% accuracy
Reported result in the paper: 78.9% accuracy

Thanks for your assistance and support.

@EnnengYang
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Owner

Hello,

Thank you for your attention.

You show the baseline result for Task Arithmetic, for which we set the merge coefficient to 0.3 by default.

More importantly, did you download the dataset from the link I provided (i.e., Baidu Cloud disk)? Or did you preprocess it yourself?

Sincerely,

@FarisXiong
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Thank you for your response.

We have fully utilized the provided model and the processed dataset, and the results on other datasets are entirely reproducible.

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