Search Results for author: Felix M. Riese

Found 4 papers, 4 papers with code

SuSi: Supervised Self-Organizing Maps for Regression and Classification in Python

1 code implementation26 Mar 2019 Felix M. Riese, Sina Keller

In this paper, we introduce the freely available Supervised Self-organizing maps (SuSi) Python package which performs supervised regression and classification.

BIG-bench Machine Learning General Classification +1

Soil Texture Classification with 1D Convolutional Neural Networks based on Hyperspectral Data

1 code implementation15 Jan 2019 Felix M. Riese, Sina Keller

In future work, we can further enhance the introduced LucasCNN, LucasResNet and LucasCoordConv and include additional variables of the rich LUCAS dataset.

General Classification Texture Classification

Developing a machine learning framework for estimating soil moisture with VNIR hyperspectral data

1 code implementation24 Apr 2018 Sina Keller, Felix M. Riese, Johanna Stötzer, Philipp M. Maier, Stefan Hinz

In this paper, we investigate the potential of estimating the soil-moisture content based on VNIR hyperspectral data combined with LWIR data.

BIG-bench Machine Learning feature selection +1

Fusion of hyperspectral and ground penetrating radar to estimate soil moisture

1 code implementation14 Apr 2018 Felix M. Riese, Sina Keller

In the first approach, simulated GPR data is generated either by an interpolation along the time axis or by a machine learning model.

GPR regression +1

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