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KNN #115

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smileyr99 opened this issue Apr 2, 2024 · 1 comment
Open

KNN #115

smileyr99 opened this issue Apr 2, 2024 · 1 comment

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@smileyr99
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Thank you for the great work.
i want know how to use KNN,I set KNN-use to True in arch_cfg.yaml and infer
I've tested several sets of KNN parameters, but I don't even see a change after using KNN
By the way, this is my rangeview, I want to remove the blue dots and change them to pink dots, can you give me some advice on how to do that.
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@jbehley
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jbehley commented Apr 9, 2024

The kNN majority vote helps only if the majority of points nearby have the correct class (which is our assumption); therefore, the "blue dots" don't have a majority of "correct" labels in the surroundings.

The "label bleeding" is a particular problem of the projective approaches and therefore using something like a point-based method or voxel-based approach might help to resolve such issues. There are also more modern approaches, like Cylinder3D or MinkowskiNet that might be more suited for your problem.

However, I cannot provide you any more specific help as it seems not related to RangeNet++.

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