/deep-learning-for-earth-observation

Application of deep learning for earth observation. The content is the part of the following course.

Primary LanguageJupyter Notebook

Satellite imagery deep learning

This is the repo for satellite imagery analaysis using deep learning neural network. The content is part of my new course: Deep Learning Application for Earth Observation

Topic covered

  1. Short introduction about Convolution Neural Network (CNN)
  2. Deep learning training dataset preparation guideline using ArcGIS Pro as well as open source method
  3. Land Use Land Cover Classification (image classification)
  4. Swimming pool and car detection (object detection)
  5. Building detection (image segmentation)
  6. Land Use Land Cover Mapping (mult-class image segmentation)
  7. Landslide detection using SAR and Optical dataset