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Data Preparation for Satellite Machine Learning

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Given my understanding of how `label-maker` works, tile extents are static (and based on the mbtile files), and with `ml_type=='object-detection'`, objects that straddle tile boundaries will be split up in...

enhancement

In some places we force the dtype to be uint8 (i.e., integer on interval [0-255]). See [package.py](https://github.com/developmentseed/label-maker/blob/75edaec255cc45190e6ad690e240fb215541b4a7/label_maker/package.py#L83) for an example. In some situations, we might want to package tifs or...

enhancement

Create an example using non-API restricted imagery so users can start using the tool more easily: - [South Africa Aerial](http://aerial.openstreetmap.org.za/) - [OpenAerialMap](https://openaerialmap.org/)

enhancement

Creating a `data.npz` file may result in too large a file for some projects. At that point it may be better to read the training data in with a generator...

enhancement

`label-maker` has grown a lot in terms of options and examples, and all the new content has made it difficult to parse the README. We should move the docs and...

I was wondering what the thinking was behind choosing `np.save`/`np.load` instead of `pickle`. I was preparing data for a fairly small region and ended up with 156250 tiles in total....

I need to rework my https://github.com/jremillard/images-to-osm project to use Mapbox tiles. The problem that label-maker is attempting to solve is right at the center of the planned rework. I just...

Right now the process of obtaining and preparing OSM QA tiles is a bit slow because we: 1. Download an entire country QA file 2. Use `tippecanoe-decode` + `stream-filter.js` to...

Bumps [pillow](https://github.com/python-pillow/Pillow) from 7.1.2 to 10.0.1. Release notes Sourced from pillow's releases. 10.0.1 https://pillow.readthedocs.io/en/stable/releasenotes/10.0.1.html Changes Updated libwebp to 1.3.2 #7395 [@​radarhere] Updated zlib to 1.3 #7344 [@​radarhere] 10.0.0 https://pillow.readthedocs.io/en/stable/releasenotes/10.0.0.html Changes...

dependencies

## Background A bug was recorded in #176. In my testing, the tiles written in the label files after running the code `label-maker labels` are partly out of the bounding...