felixriese/hyperspectral-regression

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felixriese/hyperspectral-regression

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Code examples for the book chapter "Supervised, Semi-Supervised and Unsupervised Learning for Hyperspectral Regression".

susi

SuSi: Python package for unsupervised, supervised and semi-supervised self-organizing maps (SOM)

CNN-SoilTextureClassification

1-dimensional convolutional neural networks (CNN) for the classification of soil texture based on hyperspectral data

thermal-image-processing

Thermal infrared image processing scripts, e.g. for FLIR Tau 2 camera.

hyperspectral-soilmoisture-dataset

Hyperspectral and soil-moisture data from a field campaign based on a soil sample. Karlsruhe (Germany), 2017.

Jupyter Notebook

hyperspectral-processing

Hyperspectral Processing Scripts for the HydReSGeo Dataset

sentinel2-pipeline-caos

Pipeline for the processing of Sentinel-2 data and ground truth in the CAOS-Lux project

Jupyter Notebook

lucas2csv

Export Rdata-File of the LUCAS Topsoil Database 2009 to CSV files.

lucas-processing

LUCAS Soil Texture Processing Scripts

alpaca-processing

Processing Scripts for the ALPACA Dataset

Jupyter Notebook

onboardings

Onboarding lists for different topics such as Machine Learning and Python.