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some questions about paper #3

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narutojxl opened this issue Nov 5, 2024 · 0 comments
Open

some questions about paper #3

narutojxl opened this issue Nov 5, 2024 · 0 comments

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@narutojxl
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narutojxl commented Nov 5, 2024

Dear @jisehua,
Thanks for open source this excellent work! I have some stupid questions to seek your help, thanks a lot!

  • Q1: I understand equ1. and equ2. are mean and cov of each clustered voxel, equ4, $S_i(p)$, is the pdf(probability density function) of each matched voxel? In paper, you say "where Fi(p) is the distribution probability of xi.", $x_i$ is one point in the current laser frame, \mathbf{x}_i, how to calcualte the pdf of the whole point cloud? Some places is bold symbols, while others do not, i'm a little confused.
  • Q2: When p is zero, translation is zero, why $F_i(0) = 1$?
  • Q3: According to equ9, Does each voxel has a degenerate factor, how to calculate the whole point cloud degenerate factor?
  • Q4: According to equ16, you say $2*\mathbf{b_i}^T * \delta d$ is 1x6 vector. In equ12, $e_i$ is 3x1 vector, $J_i$ is 3x3 matrix, $\mathbf{b_i}^T$ is 1x3 vector, $\delta d$ is 3x1, the $2*\mathbf{b_i}^T * \delta d$ is a scalar? Degenerate factor D is also a scalar, but you say it is a 1x6 vector, Something i missunderstand?
  • Q5: The degenerate direction is the eigenvector, 3x1 vector, corresponding max eigenvalue $\lambda_{max}$ of $\mathbf{H_i}$ ? Is degenerate direction is a 6x1 vector, x, y, z, roll, pitch, and yaw ?

BTW, could i have a chance to make a friend with you to stay in touch for convenient communication, i could not find your email :)

Thanks a lot!
Best
narutojxl

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