Blender addon to generate better building models from satellite imagery.

Overview

BlenderSatAI

The goal of this project is to use computer vision classification and object detection to construct 3D building models from satellite imagery, extending the BlenderGIS plugin with more accurate buildings out of the box.

Roadmap

Computer Vision

Object detection:

  • Research satellite imagery building detection algorithms, build an implementation that works for one country/area.
  • Extend to be robust with any building types/styles.

Classification:

  • Algorithm to sort detected buildings into categories.
  • Feature-based classification - roof type, materials etc.

Blender:

  • Extend BlenderGIS to feed satellite data into CV algorithms.
  • Construct a few rudimentary Blender models based on building categories.
  • Place basic building models on map with correct orientation and location.
  • Improve building model construction - automated generation based on data from classification.
Owner
Ivan Ereshchenko
4th year Computing student at Imperial College, interested in machine learning, data vis and full stack. Working with Python, React.js, TS, Docker, PostgreSQL.
Ivan Ereshchenko
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