November 22, 2020

311 words 2 mins read

Satellite and Aerial Imagery

Satellite and Aerial Imagery

Satellite imagery are images of Earth captured by satellites, many of which currently can be access publicly. Since the resolution of satellite images varies depending on the orbit, many applications use aerial photography (taken by e.g. drone / UAV) to complement those images. In our current AI era, this satellite and aerial imagery can be used for many purposes e.g. object identification, assessment, early warning etc.

In the following, we list 20+ notable open source repositories which address satellite and aerial imagery including datasets and AI/ML approaches.

abhijeet3922/Change-Detection-in-Satellite-Imagery It employes Principal Component Analysis (PCA) and K-means clustering techniques over difference image to detect changes in multi temporal images satellite imagery.
acgeospatial/Satellite_Imagery_Python Sample sample scripts and notebooks on processing satellite imagery
astorfi/Deep-Learning-Roadmap :satellite: Organized Resources for Deep Learning Researchers and Developers
avanetten/simrdwn Rapid satellite imagery object detection
cbassa/satellite_analysis Analysis scripts of things related to satellites
chrieke/awesome-satellite-imagery-datasets List of satellite image training datasets with annotations for computer vision and deep learning
gareth-cross/rviz_satellite Display internet satellite imagery in RViz
keplergl/ is a powerful open source geospatial analysis tool for large-scale data sets.
koutto/pi-pwnbox-rogueap Homemade Pwnbox :rocket: / Rogue AP :satellite: based on Raspberry Pi WiFi Hacking Cheatsheets + MindMap :bulb:
machinelearningmindset/deep-learning-roadmap :satellite: All You Need to Know About Deep Learning - A kick-starter
mapbox/robosat Semantic segmentation on aerial and satellite imagery. Extracts features such as: buildings, parking lots, roads, water, clouds
OpenDroneMap/WebODM User-friendly, commercial grade software for processing aerial imagery.
plant99/felicette Satellite imagery for dummies.
pytroll/satpy Python package for earth-observing satellite data processing
retroplasma/earth-reverse-engineering Reversing Google’s 3D satellite mode
retroplasma/flyover-reverse-engineering Reversing Apple’s 3D satellite mode
robmarkcole/satellite-image-deep-learning Resources for deep learning with satellite & aerial imagery
schollz/howmanypeoplearearound Count the number of people around you :family_man_man_boy: by monitoring wifi signals :satellite:
simonepri/geo-maps High Quality GeoJSON maps programmatically generated.
tidwall/tile38 Real-time Geospatial and Geofencing
uber/ WebGL2 powered geospatial visualization layers
uber/h3 Hexagonal hierarchical geospatial indexing system
comments powered by Disqus