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docs/how-to-guides/integrating-autoware/creating-maps/pointcloud-map-downsampling/.pages
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...-guides/integrating-autoware/creating-maps/pointcloud-map-downsampling/index.md
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# Pointcloud map downsampling | ||
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## Overview | ||
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In some cases, for example, | ||
when your created point cloud map is either too dense or too large (i.e., exceeding 300 MB), | ||
you may want to downsample it for improved computational and memory efficiency. | ||
Also, you can consider using dynamic map loading with partial loading, | ||
please check [map_loader package](https://github.com/autowarefoundation/autoware.universe/tree/main/map/map_loader) for more information. | ||
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At tutorial_vehicle implementation we will use the whole map, | ||
so we will downsample it with using [CloudCompare](https://www.cloudcompare.org/main.html). | ||
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## Installing CloudCompare | ||
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You can install it by snap: | ||
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```bash | ||
sudo snap install cloudcompare | ||
``` | ||
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Please check the [official page](https://www.cloudcompare.org/release/index.html#CloudCompare) | ||
for installing options. | ||
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## Downsampling a pointcloud map | ||
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There are three [subsampling methods on CloudCompare](https://www.cloudcompare.org/doc/wiki/index.php/Edit%5CSubsample), | ||
we are using `Space` method for subsampling, but you can use other methods if you want. | ||
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1. Please open CloudCompare and drag your pointcloud to here, then you can select your pointcloud map by just clicking on the map at the DB tree panel. | ||
2. Then you can click `subsample` button on the top panel. | ||
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<figure markdown> | ||
![db-tree-panel](images/select-map.png){ align=center } | ||
<figcaption> | ||
CloudCompare | ||
</figcaption> | ||
</figure> |