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Localization: Smoother pose #239

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jaagut opened this issue Sep 4, 2023 · 2 comments
Closed

Localization: Smoother pose #239

jaagut opened this issue Sep 4, 2023 · 2 comments
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enhancement New feature or request navigation

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@jaagut
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jaagut commented Sep 4, 2023

Is your feature request related to a problem? Please describe.

Currently, the localization produces very bouncy pose results.
A large reason for this is the clustering method.

Describe the solution you'd like

Improve the parameters and clustering (Gaussian mixture model)

Describe alternatives you've considered

@jaagut jaagut added the enhancement New feature or request label Sep 4, 2023
@Flova
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Flova commented Sep 29, 2023

Clustering it would make it more bouncy. These are two issues. One is due to the missing clustering the estimate can be in between two clusters and the other one is a noisy output. Clustering can lead to the estimate jumping between two better matching solutions compared to the current approach. The observed noise comes from a large dependency on the vision estimates that are noisy due to the projections. If we had a better odometry estimate the estimate would be smoother. We could implement a filter afterwards but this adds yet another layer.

@jaagut jaagut transferred this issue from bit-bots/bitbots_navigation Jan 23, 2024
@Flova
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Flova commented Apr 2, 2024

Closing due to #361

@Flova Flova closed this as completed Apr 2, 2024
@github-project-automation github-project-automation bot moved this from 🔖 Ready to ✅ Done in Software Apr 2, 2024
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