README.md

Data Analytics 2 Case Study

Segmentation of land use and land cover from satellite images

Set Up

python3 -m venv .venv # create new virtual environment

source .venv/bin/activate # linux
.\.venv/scripts/activate # windows

pip install -r requirements.txt # install dependencies

Structure

File / Folder	Content
📄 SatelliteSegmentation	Contains our main results and all steps you need to reproduce it.
📁 data_exploration	Includes individual exploratory and experimental approaches.
📁 cnn	Includes all approaches based on convolutional neural networks.
📁 alternative_models	Includes all approaches which are not based on convolutional neural networks like SVMs, kNNs, LightGBM etc.
📁 preprocessing	Includes our approaches to label patches with semi supervised learning.
📁 helper_functions	Includes functions for the sliding window approach and functions to plot the result.