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Inference speed about vitpose HOT 5 CLOSED

vitae-transformer avatar vitae-transformer commented on August 15, 2024
Inference speed

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Comments (5)

Annbless avatar Annbless commented on August 15, 2024 1

Hi, thanks for your interest. We will update the detailed comparisons in the paper.
Roughly speaking, in our experiment environments, the ViTPose-b model runs a little faster than HRNet-w32, i.e. over 900fps on a single A100GPU without the flip test.

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levan92 avatar levan92 commented on August 15, 2024

Alright, will look out for your updated paper πŸ˜„ Thank you!

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levan92 avatar levan92 commented on August 15, 2024

Sorry @Annbless just to clarify, you were saying the ViTPose-b model is over 900FPS on A100? Or is it a typo, 90FPS instead?

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Annbless avatar Annbless commented on August 15, 2024

900 fps, with 64 batch size, 256x192 input resolutions, and without flip test, We just iteratively feed the inputs into the model for calculation after several warmup iterations. The average speed is calculated then. We have updated the results in the paper, please refer to arxiv.

The code for the speed test is rather simple as follows,
image

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levan92 avatar levan92 commented on August 15, 2024

I see! That makes sense πŸ˜„ Thanks for sharing the detailed answer!

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