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About the One-Way attention #5

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Fzuerzmj opened this issue Aug 24, 2023 · 1 comment
Open

About the One-Way attention #5

Fzuerzmj opened this issue Aug 24, 2023 · 1 comment

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@Fzuerzmj
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Thank you for your nice work!

I would like to ask a question about the paper about One-Way attention. Why not used the One-Way attention mechanism on the Cross-Attention(Inter Frame) but only in intra frame?Have you ever done some experiments? Just a little confusion!

@Gardlin
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Gardlin commented Aug 24, 2023

Hi, thanks for your interest in our work. In our paper, we didn't evaluate the inter-frame one-way attention method, focusing instead on the more meaningful global inter-frame cross-attention approach.

Cross-attention serves as a pivotal technique in facilitating feature exchange between two point clouds, thereby enabling the exploration of feature similarities between the source and target point clouds. Notably, global inter-frame cross-attention emerges as more insightful. Conversely, I think adopting inter-frame one-way attention introduces superfluous computational overhead, yielding limited benefits. Feel free to explore other methods.

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