Top AI Repos — open-source AI, indexed and scored
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
CosmiQ Works Geospatial Machine Learning Analysis Toolkit
| Date | Stars |
|---|---|
| 2026-07-31 | 441 |
| 2026-08-02 | 441 |
| 2026-08-06 | 441 |
Today
— stars today
This week
— stars this week
This month
— stars this month
Momentum
0.0
growth rate 0.00%/day
<p align="center"> <img src="https://github.com/CosmiQ/solaris/raw/master/static/sol_logo.png" width="350" alt="Solaris"> </p> <h2 align="center">An open source ML pipeline for overhead imagery by <a href=http://www.cosmiqworks.org>CosmiQ Works</a></h2> <p align="center"> <img align="center" src="https://img.shields.io/pypi/pyversions/solaris.svg" alt="PyPI python version" href="https://pypi.org/project/solaris/"> <img align="center" src="https://img.shields.io/pypi/v/solaris.svg" alt="PyPI" href="https://pypi.org/project/solaris/"> <!-- <img align="center" src="https://img.shields.io/conda/vn/conda-forge/cw-eval.svg" alt="conda-forge"> --> <img align="center" src="https://travis-ci.com/CosmiQ/solaris.svg?branch=master" alt="build"> <img align="center" src="https://readthedocs.org/projects/solaris/badge/" alt="docs"> <img align="center" src="https://img.shields.io/github/license/cosmiq/solaris.svg" alt="license"> <!-- <img align="center" src="https://img.shields.io/docker/build/cosmiqworks/cw-eval.svg" alt="docker"> --> <a href="https://codecov.io/gh/CosmiQ/solaris"><img align="center" src="https://codecov.io/gh/CosmiQ/solaris/branch/master/graph/badge.svg" /></a> </p> ## This is a beta version of Solaris which may continue to develop. Please report any bugs through issues! - [Documentation](#documentation) - [Installation Instructions](#installation-instructions) - [Dependencies](#dependencies) - [License](#license) --- This repository provides the source code for the CosmiQ Works `solaris` project, which provides software tools for: - Tiling large-format overhead images and vector labels - Converting between geospatial raster and vector formats and machine learning-compatible formats - Performing semantic and instance segmentation, object detection, and related tasks using deep learning models designed specifically for overhead image analysis - Evaluating performance of deep learning model predictions ## Documentation The full documentation for `solaris` can be found at https://solaris.readthedocs.io, and includes: - A summary of `solaris` - Installation instructions - API Documentation - Tutorials for common uses The documentation is still being improved, so if a tutorial you need isn't there yet, check back soon or post an issue! ## Installation Instructions _coming soon_: One-command installation from conda-forge. We recommend creating a `conda` environment with the dependencies defined in [environment.yml](./environment.yml) before installing `solaris`. After cloning the repository: ``` cd solaris ``` If you're installing on a system with GPU access: ``` conda env create -n solaris -f environment-gpu.yml ``` Otherwise: ``` conda env create -n solaris -f environment.yml ``` Finally, regardless of your installation environment: ``` conda activate solaris pip install . ``` #### pip The package also exists on[ PyPI](https://pypi.org), but note that some of the dependencies, specifically [rtree](https://github.com/Toblerity/rtree) and [gdal](https://www.gdal.org), are challenging to install without anaconda. We therefore recommend installing at least those dependencies using `conda` before installing from PyPI. ``` conda install -c conda-forge rtree gdal=2.4.1 pip install solaris ``` If you don't want to use `conda`, you can [install libspatialindex](https://libspatialindex.org), then `pip install rtree`. Installing GDAL without conda can be very difficult and approaches vary dramatically depending upon the build environment and version, but [the rasterio install documentation](https://rasterio.readthedocs.io/en/stable/installation.html) provides OS-specific install instructions. Simply follow their install instructions, replacing `pip install rasterio` with `pip install solaris` at the end. <!-- #### Docker You may also use our Docker container: ``` docker pull cosmiqworks/solaris ``` --> <!-- ## API Documentation See the [readthedocs](https://cw-eval.readthedocs.io/) page. --> ## Dependencies All dependen
Excerpt of 4,378 characters
Read on GitHubWould you bet a product on this? Bounded 0–100 and slow moving.
matched fp:b2f830701c81fe76, topic:geospatial