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Some questions about memory consumption and running time in PETR #30

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Asafgendler opened this issue Apr 4, 2023 · 0 comments
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@Asafgendler
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Asafgendler commented Apr 4, 2023

Hey, thanks for the great paper,

I had two issues i wanted to discuss about the PETR model.

  1. Since the joint decoder runs simultaneously on all of the pose queries, it's effectively have a batch size of num_pose_queris * batch_size. Doesn't it cause a huge memory consumption problem?

  2. Following the previous question, doesn't activating the joint decoder on so many queries (num_pose_queris * batch_size * num_key_points) causes a very large latency?

Thanks,

@Asafgendler Asafgendler changed the title Some questions about memory consumption and running time Some questions about memory consumption and running time in PETR Apr 5, 2023
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