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How to fuse maps constructed by two different sensors?

asked 2022-10-29 07:41:36 -0500

wugeshenhuaking gravatar image

I saw in the paper that the Bayesian filtering method can be used to fuse the two maps. For example, I used a depth camera and a lidar to build their own maps. I don't quite understand how Bayesian filters fuse maps, because I only know that Bayesian filters can be used to estimate the pose of robots.

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answered 2022-10-29 08:22:12 -0500

ljaniec gravatar image

updated 2022-10-29 08:24:17 -0500

You can certainly combine maps using Bayes methods if they are transformed into OccupancyGrid maps, here is an example package:

and a paper "Occupancy Grid Map Merging for Multiple Robot Simultaneous Localization and Mapping":

Some software helps with working with different sensor maps, e.g.

Could you please link the paper you read? Then we could maybe help you more.

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@ljaniec The article I read is here https://iopscience.iop.org/article/10... chapter 4.3

wugeshenhuaking gravatar image wugeshenhuaking  ( 2022-10-30 02:54:19 -0500 )edit

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Asked: 2022-10-29 07:41:36 -0500

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Last updated: Oct 29 '22