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D2Net to kornia about d2-net HOT 3 OPEN

ducha-aiki avatar ducha-aiki commented on July 29, 2024
D2Net to kornia

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mihaidusmanu avatar mihaidusmanu commented on July 29, 2024 2

Hey. Thanks for reaching out - sounds like a neat idea! I was planning to work on a cleaner implementation at some point, so why not integrate it with Kornia.

If I understand it correctly, I simply need to create a new D2Net nn.Module similar to e.g. the HardNet one.

I'll give it a try in the following weeks and reach out with a PR when it's ready!

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ducha-aiki avatar ducha-aiki commented on July 29, 2024 2

Sounds great, thank you!

A couple of things regarding the format implementation in a separate file. It is good to follow the output format of the
https://kornia.readthedocs.io/en/latest/feature.html#kornia.feature.ScaleSpaceDetector:

with the exception that descriptors are also returned, so 3 outputs.

To create LAFs (kornia format for the local features), you can use function https://kornia.readthedocs.io/en/latest/feature.html#kornia.feature.laf_from_center_scale_ori

where you feed all zeros instead of orientation and D2Net receptive field as a scale parameter.

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ducha-aiki avatar ducha-aiki commented on July 29, 2024

Hi Mihai,

Did you have a chance to think about this, or do you need any help?

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