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why do you perform down sampling after the first layer in 3detr-m, rather than the whole encoder?

Open ch3cook-fdu opened this issue 3 years ago • 2 comments

Would this operation leads to performance drop? or because of the computational cost?

ch3cook-fdu avatar Apr 24 '22 17:04 ch3cook-fdu

We followed PointNet++ for this design decision, where the downsampling is performed after the first layer. In initial experiments, directly downsampling gave worse results.

imisra avatar Apr 27 '22 13:04 imisra

I mean, "PointNetSA -> Encoder -> Encoder -> Encoder -> DownSampling", rather than "PointNetSA -> Encoder -> DownSampling -> Encoder -> Encoder". Since it's known that DownSampling in PointNet++ loses information, "PointNetSA -> DownSampling -> Encoder -> Encoder -> Encoder" would not be a good choice.

ch3cook-fdu avatar Apr 29 '22 13:04 ch3cook-fdu