google-research / google-research/big_vision

FlexiVit is also flexible with image resolution?

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Description

Hello, `big_vision` team!

Thanks for your work on the repository.
I trained FlexiVit-B on a fine-grained dataset CUB-200-2011 using pretrained weights from in21k, on a fixed resolution, say 480r, but I found it also performs good when testing on a smaller resolution, 240r. And it almost aligns the testing performance if it was trained on 240r. So my question is, is FlexiVit flexible to image resolution as well?
Thank you and looking forward to your reply.

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Research direction

The report concerns FlexiVit-B, pretrained in21k weights, and CUB-200-2011 at 480r versus 240r. Start by locating the FlexiVit training and evaluation entry points in big_vision and compare the documented resolution behavior; done means providing a clear answer supported by the implementation or experiments.

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Assessment

Domain
machine-learning
Issue type
Documentation
Difficulty
5/5
Estimated time
Over a week
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
15/100

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