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Adding flops and input img size to leaderboard #44

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kostum123 opened this issue Sep 30, 2024 · 2 comments
Open

Adding flops and input img size to leaderboard #44

kostum123 opened this issue Sep 30, 2024 · 2 comments

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@kostum123
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I think this will be nice addition.

@LinasKo
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LinasKo commented Oct 1, 2024

The image size is passed as a parameter already, and can be found by hovering over the gear icon. For now it would be a column of 640, so it wouldn't be very useful.

I agree with the FLOPS, as it would show computational complexity of the model and may differ from model size.

Is there a way to estimate FLOPS dynamically? If not, this is something to be added to MODEL_DICT in each run.py file. In some cases MODEL_IDS would needs to be refactored to MODEL_DICT.

Is that something you'd like to help us with, @kostum123?

@kostum123
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The image size is passed as a parameter already, and can be found by hovering over the gear icon. For now it would be a column of 640, so it wouldn't be very useful.

I agree with the FLOPS, as it would show computational complexity of the model and may differ from model size.

Is there a way to estimate FLOPS dynamically? If not, this is something to be added to MODEL_DICT in each run.py file. In some cases MODEL_IDS would needs to be refactored to MODEL_DICT.

Is that something you'd like to help us with, @kostum123?

Sadly, I don't have the compute resources to measure and update it for all models.

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