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feat: score based covariance estimation #45

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merged 62 commits into from
Apr 5, 2024

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@SakodaShintaro SakodaShintaro commented Mar 15, 2024

This pull request mainly adds three functions to estimate covariance in NDT.

  • estimate_xy_covariance_by_Laplace_approximation
  • estimate_xy_covariance_by_multi_ndt
  • estimate_xy_covariance_by_multi_ndt_score

https://github.com/tier4/ndt_omp/pull/45/files#diff-bd4f8c20818118d63c4fd82470a937c0dd9962414fc67ace262046bc3ff4b136R16-R19

One that seems particularly promising is score-based covariance estimation.

In the method, after estimating the pose using NDT, only the score is calculated using NDT for about 10 points with a fixed offset, and the covariance is estimated as a weighted sum calculated from those scores.

For example, in places like tunnels, I have confirmed that there is a large covariance in the direction of travel.

00000000

When converted to the base_link coordinate and plotted the magnitude of covariance about AWSIM nishishinjuku data, it becomes as follows.

covariance

The speed is

time

SakodaShintaro and others added 30 commits March 10, 2024 07:12
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
SakodaShintaro and others added 23 commits March 20, 2024 10:31
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
Signed-off-by: Shintaro Sakoda <[email protected]>
@SakodaShintaro SakodaShintaro self-assigned this Apr 4, 2024
@SakodaShintaro SakodaShintaro marked this pull request as ready for review April 4, 2024 09:34
Signed-off-by: Shintaro Sakoda <[email protected]>
@SakodaShintaro SakodaShintaro merged commit c803c10 into tier4/main Apr 5, 2024
5 checks passed
@SakodaShintaro SakodaShintaro deleted the feat/score_based_covariance_estimation branch April 5, 2024 08:15
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2 participants