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SparseConv2D Speed? #3

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danielmimimi opened this issue Nov 6, 2020 · 3 comments
Open

SparseConv2D Speed? #3

danielmimimi opened this issue Nov 6, 2020 · 3 comments

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@danielmimimi
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Hey, thanks for the implementation - works well, also the example. My Question is, is there a speed gain vs the common Conv2d?

@mvoelk
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mvoelk commented Nov 6, 2020

No, the aim is to apply convolution to incomplete input data.

@mvoelk mvoelk closed this as completed Nov 6, 2020
@mvoelk mvoelk reopened this Nov 6, 2020
@danielmimimi
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danielmimimi commented Nov 6, 2020

So is it rather slower of faster than the normal Conv2 operation in processing?
It was not clear in those 2 papers you mentioned, maybe you had more insight coding it?

@mvoelk
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mvoelk commented Nov 6, 2020

There are other approaches that aim that. In the literature, the term "sparse convolution" is used in different ways, which may be confusing. I have no experience with these approaches, sorry...

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