Top 20 Python remote-sensing Projects

• sahi

  11 3,553 6.6 Python

  Framework agnostic sliced/tiled inference + interactive ui + error analysis plots

  

Project mention: How to Detect Small Objects | dev.to | 2024-04-22

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!

• geemap

  17 3,196 9.2 Python

  A Python package for interactive geospatial analysis and visualization with Google Earth Engine.

  

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 | 2023-05-22

Try 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)

• WorkOS

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• torchgeo

  2 2,223 9.7 Python

  TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data

  

Project mention: FLaNK Stack Weekly for 20 Nov 2023 | dev.to | 2023-11-20

• qgis-earthengine-examples

  1 844 0.0 Python

  A collection of 300+ Python examples for using Google Earth Engine in QGIS

• awesome-spectral-indices

  4 761 5.9 Python

  A ready-to-use curated list of Spectral Indices for Remote Sensing applications.

  

Project mention: Any tips or resources for vegetation analysis using 8 band imagery compared to 4 band? | /r/gis | 2023-05-02

You might find this github repo useful: https://github.com/awesome-spectral-indices/awesome-spectral-indices

• ChangeDetectionRepository

  1 436 0.0 Python

  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.

• whitebox-python

  2 360 4.8 Python

  WhiteboxTools Python Frontend

  

• InfluxDB

  www.influxdata.com sponsored

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• eoreader

  1 252 8.8 Python

  Remote-sensing opensource python library reading optical and SAR sensors, loading and stacking bands, clouds, DEM and spectral indices in a sensor-agnostic way.

  

• EESRGAN

  1 251 10.0 Python

  Small-Object Detection in Remote Sensing (satellite) Images with End-to-End Edge-Enhanced GAN and Object Detector Network

Project mention: LogoScale – A method for vectorizing small, crappy logos | news.ycombinator.com | 2023-09-09

Yeah I'd be similarly curious how that was arrived at. ESRGAN was co-developed by a researcher at Tencent, who has been involved in a range of similar things.

The only satellite related thing I saw in my brief searching is some separate project[1] based on ESRGAN used for satellite imagery.

[1] https://github.com/Jakaria08/EESRGAN

• WhiteboxTools-ArcGIS

  5 249 2.5 Python

  ArcGIS Python Toolbox for WhiteboxTools

  

• detectree

  1 204 7.9 Python

  Tree detection from aerial imagery in Python

• PyRate

  7 191 0.0 Python

  A Python tool for estimating velocity and time-series from Interferometric Synthetic Aperture Radar (InSAR) data.

  

• pylandtemp

  1 149 0.0 Python

  Algorithms for computing global land surface temperature and emissivity from NASA's Landsat satellite images with Python.

  

• whiteboxgui

  1 115 3.7 Python

  An interactive GUI for WhiteboxTools in a Jupyter-based environment

  

• dsm2dtm

  3 33 0.0 Python

  Generates DTM (Digital Terrain Model) from DSM (Digital Surface Model).

• landsatlinks

  1 15 0.0 Python

  A simple CLI interface to generate urls for Landsat Collection 2 Level 1 product bundles and download them

• ieo

  1 5 0.0 Python

  Irish Earth Observation (IEO) remote sensing data processing Python module

• GeoCOCO

  1 4 8.8 Python

  Tool for converting GIS annotations to Microsoft's Common Objects In Context (COCO) datasets

Project mention: GeoCOCO: Transform GIS annotations into COCO datasets for use in deep learning | news.ycombinator.com | 2023-09-21

• flood-sim

  1 4 0.0 Python

  This repo simulates water flooding.

• RPi-NDVI

  1 2 10.0 Python

  NDVI using RPi camera

• SaaSHub

  www.saashub.com sponsored

  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

Python remote-sensing related posts

• Any tips or resources for vegetation analysis using 8 band imagery compared to 4 band?
  1 project | /r/gis | 2 May 2023
• Best indices to use for detecting shallow water
  1 project | /r/remotesensing | 28 Apr 2023
• Getting started with Google Earth Engine
  1 project | /r/gis | 11 Apr 2023
• Vegetation Indices to determine the change in vegetation area using aerial images
  1 project | /r/remotesensing | 27 Feb 2023
• PyRate: NEW Data - star count:158.0
  1 project | /r/algoprojects | 17 Dec 2022
• PyRate: NEW Data - star count:158.0
  1 project | /r/algoprojects | 16 Dec 2022
• PyRate: NEW Data - star count:158.0
  1 project | /r/algoprojects | 15 Dec 2022
• A note from our sponsor - InfluxDB
  www.influxdata.com | 26 Apr 2024

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