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/kepler.gl Kepler.gl 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/deck.gl WebGL2 powered geospatial visualization layers
uber/h3 Hexagonal hierarchical geospatial indexing system
repo AI satellite satellite aerial imagery
comments powered by Disqus
Pose Estimation Projects

Pose Estimation Projects

November 22, 2020

Pose Estimation is a domain in computer vision where we detect and track the location and orientation of an object. Human Pose Estimation is the task to estimate the pose of a person from an image or a video by estimating the spatial locations of key body joints (keypoints - elbows, wrists, etc.). It can be used in applications such as action recognition, animation, gaming and in sport analytics as well.
Autonomous Self-Driving Vehicle Projects

Autonomous Self-Driving Vehicle Projects

November 20, 2020

Autonomous (self-driving) vehicle is, without doubt, one of favorite applications from so many Artificial Intelligence (AI) domains. The main enabler of this autonomous vehicles is the combination of sensor technology, predictive AI and computer vision / imaging technology. From data delivered by various sensors, a 3D environment model around the vehicle is constructed. Then, the AI part processes all the information to respond accordingly, so that the vehicle moves safely. All sub-systems has to be working in concert with very short information delays.
Face Detection, Recognition, Alignment and Tracking Projects

Face Detection, Recognition, Alignment and Tracking Projects

November 20, 2020

One of the most explored computer vision AI/ML topics is human face detection, recognition, alignment and tracking. It can be used in diverse applications from a simple attendee or guest identification, emotion detection to a more sophisticated eKYC (Electronic Know Your Customer) and other biometric systems.
Repos on Object Detection, Segmentation and Tracking

Repos on Object Detection, Segmentation and Tracking

November 19, 2020

Ranging from a simple binary classification to a more complex classification in a dynamic scenario e.g. in a moving vehicle, sophisticated methods for object detection, object segmentation and tracking is very important and crucial. In recent years, these topics are gaining many attentions in scientific and research communities.
Awesome Tutorials with Code Repositories

Awesome Tutorials with Code Repositories

November 22, 2020

Tutorials are everywhere,but not all of them is at the same level. The more detailed content they have, the higher is their impact for the audience. Tutorials on GitHub bring at least two benefits: collaborative and open.
Repos for Cybersecurity, Malware & Pentesting

Repos for Cybersecurity, Malware & Pentesting

November 22, 2020

Cybersecurity is nowadays of great relevance to many entities and individuals. As more and more things get connected, the threat of digital violence and abuse is very real. And it may a serious impact to the worlds normal. Thus learning cybersecurity is also relevant to many parties and individuals.