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Top 23 remote-sensing Open-Source Projects
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gdal
GDAL is an open source MIT licensed translator library for raster and vector geospatial data formats.
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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geemap
A Python package for interactive geospatial analysis and visualization with Google Earth Engine.
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awesome-remote-sensing-change-detection
List of datasets, codes, and contests related to remote sensing change detection
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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awesome-earthobservation-code
A curated list of awesome tools, tutorials, code, projects, links, stuff about Earth Observation, Geospatial Satellite Imagery
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qgis-earthengine-examples
A collection of 300+ Python examples for using Google Earth Engine in QGIS
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awesome-spectral-indices
A ready-to-use curated list of Spectral Indices for Remote Sensing applications.
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python-geospatial
A collection of Python packages for geospatial analysis with binder-ready notebook examples
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ChangeDetectionRepository
This repository contains some python code of some traditional change detection methods or provides their original websites, such as SFA, MAD, and some deep learning-based change detection methods, such as SiamCRNN, DSFA, and some FCN-based methods.
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Awesome_Satellite_Benchmark_Datasets
Supplementary material for our paper "THERE IS NO DATA LIKE MORE DATA" is provided.
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eoreader
Remote-sensing opensource python library reading optical and SAR sensors, loading and stacking bands, clouds, DEM and spectral indices in a sensor-agnostic way.
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SaaSHub
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Project mention: Building a Dynamic Tile Server Using Cloud Optimized GeoTIFF(COG) with TiTiler | dev.to | 2023-12-21TiTiler is a dynamic tile server built on FastAPI and Rasterio/GDAL. Its main features include support for Cloud Optimized GeoTIFF(COG), multiple projection methods, various output formats (JPEG, JP2, PNG, WEBP, GTIFF, NumpyTile), WMTS, and virtual mosaic. It also provides Lambda and ECS deployment environments using AWS CDK.
An alternative to this is to leverage existing object detection, apply the model to patches or slices of fixed size in our image, and then stitch the results together. This is the idea behind Slicing-Aided Hyper Inference!
Project mention: I'm a senior in my CS major and it's incredible I didn't hear about GIS projects until now. Glad to be here. | /r/gis | 2023-05-22Try out Google Earth Engine and browse through it's catalogue to get a feel for what's available. GEE allows you to work with global datasets and immediately see a preview of the results (there's also geemap if you prefer doing this from a Python notebook instead of the online JS editor)
Project mention: What hydrology tool would you use to model streamflow and pollutants of waterways in a watershed? | /r/gis | 2023-12-06
https://grass.osgeo.org/
GRASS GIS offers powerful raster, vector, and geospatial processing engines in a single integrated software suite. It includes tools for terrain and ecosystem modeling, hydrology, visualization of raster and vector data, management and analysis of geospatial data, and the processing of satellite and aerial imagery. It comes with a temporal framework for advanced time series processing and a Python API for rapid geospatial programming. GRASS GIS has been optimized for performance and large geospatial data analysis.
Project mention: Any tips or resources for vegetation analysis using 8 band imagery compared to 4 band? | /r/gis | 2023-05-02You might find this github repo useful: https://github.com/awesome-spectral-indices/awesome-spectral-indices
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
remote-sensing related posts
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- Any tips or resources for vegetation analysis using 8 band imagery compared to 4 band?
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A note from our sponsor - WorkOS
workos.com | 25 Apr 2024
Index
What are some of the best open-source remote-sensing projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | techniques | 7,739 |
| 2 | gdal | 4,484 |
| 3 | Awesome-Geospatial | 3,833 |
| 4 | sahi | 3,553 |
| 5 | geemap | 3,196 |
| 6 | torchgeo | 2,218 |
| 7 | awesome-remote-sensing-change-detection | 1,488 |
| 8 | awesome-earthobservation-code | 1,151 |
| 9 | whitebox-tools | 883 |
| 10 | qgis-earthengine-examples | 844 |
| 11 | Awesome-GEE | 843 |
| 12 | grass | 766 |
| 13 | awesome-spectral-indices | 755 |
| 14 | python-geospatial | 647 |
| 15 | custom-scripts | 637 |
| 16 | CoastSat | 624 |
| 17 | lidR | 557 |
| 18 | ChangeDetectionRepository | 436 |
| 19 | whitebox-python | 360 |
| 20 | Awesome-DEM | 321 |
| 21 | geetools-code-editor | 295 |
| 22 | Awesome_Satellite_Benchmark_Datasets | 282 |
| 23 | eoreader | 252 |
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