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Drone & Satellite AI for Mapping and GIS

2022
1687 views
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Drone & Satellite AI for Mapping and GIS

2022
1687 views
Project details

Within this task we needed to get actual information from photos about geo-located objects like buildings, rivers, lakes, roads, forests, fields and place it on a generated map. 

The task also included the roofs layout classification and recognition. 

We utilized state-of-the-art and our own technologies based on computer vision, object detection, image segmentation and image processing to bring AI into this field. Our solution is a part of big pipeline that can do the following:

  •  detect objects;
  • determine its types and geometry on images from drones or satellites;
  •  recognize buildings and their geometry, including roofs layout, building type,its height and size; 
  • recognize roads, lakes, rivers, and put them on the map; 
  • analyze forests configuration, 
  • detect changes over time by comparing them with previous observations.
Tags
#territory mapping
#object detection
#recognize buildings
#recognize roads
#recognize lakes
#forest configuration
#detect changes
#drone photos
#satellite imagery
Technologies
#AI
#ML
#TensorFlow
#pytorch
#scikit-learn
#darknet
#keras
#numpy
#OpenCV
#jupyter
#google colab
#Pandas
#scipy
#NLTK
#matplotlib
#pillow
#seaborn
#OpenVINO
#MATLAB
#fastai

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