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50 changes: 29 additions & 21 deletions README.md
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# CNN Soil Texture Classification

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

## Description

We present 1-dimensional (1D) convolutional neural networks (CNN) for the classification of soil texture based on hyperspectral data. The following CNN models are included:
We present 1-dimensional (1D) convolutional neural networks (CNN) for the
classification of soil texture based on hyperspectral data. The following CNN
models are included:

* `LucasCNN`
* `LucasResNet`
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## Citation

The bibtex file including both references is available [here](bibliography.bib).
[1] F. M. Riese, "CNN Soil Texture Classification",
[DOI:10.5281/zenodo.2540718](https://doi.org/10.5281/zenodo.2540718), 2019.

### Paper
[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.2540718.svg)](https://doi.org/10.5281/zenodo.2540718)

```tex
@misc{riese2019cnn,
author = {Riese, Felix~M.},
title = {{CNN Soil Texture Classification}},
year = {2019},
publisher = {Zenodo},
DOI = {10.5281/zenodo.2540718},
}
```

## Code is Supplementary Material to

F. M. Riese and S. Keller, "Soil Texture Classification with 1D Convolutional Neural Networks based on Hyperspectral Data", ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences, vol. IV-2/W5, pp. 615-621, 2019. [Link](https://www.isprs-ann-photogramm-remote-sens-spatial-inf-sci.net/IV-2-W5/615/2019/)
[2] F. M. Riese and S. Keller, "Soil Texture Classification with 1D
Convolutional Neural Networks based on Hyperspectral Data", ISPRS Annals of
Photogrammetry, Remote Sensing and Spatial Information Sciences, vol. IV-2/W5,
pp. 615-621, 2019. [DOI:10.5194/isprs-annals-IV-2-W5-615-2019](https://doi.org/10.5194/isprs-annals-IV-2-W5-615-2019)

```tex
@article{riese2019soil,
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volume = {IV-2/W5},
pages = {615--621},
doi = {10.5194/isprs-annals-IV-2-W5-615-2019},
url = {https://www.isprs-ann-photogramm-remote-sens-spatial-inf-sci.net/IV-2-W5/615/2019/},
}
```

### Code
[3] F. M. Riese, "LUCAS Soil Texture Processing Scripts," Zenodo, 2020.
[DOI:0.5281/zenodo.3871431](https://doi.org/10.5281/zenodo.3871431)

F. M. Riese, "CNN Soil Texture Classification", [doi.org/10.5281/zenodo.2540718](https://doi.org/10.5281/zenodo.2540718), 2019.

[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.2540718.svg)](https://doi.org/10.5281/zenodo.2540718)

```tex
@misc{riese2019cnn,
author = {Riese, Felix~M.},
title = {{CNN Soil Texture Classification}},
year = {2019},
publisher = {Zenodo},
DOI = {10.5281/zenodo.2540718},
howpublished = {\href{https://doi.org/10.5281/zenodo.2540718}{doi.org/10.5281/zenodo.2540718}}
}
```
[4] Felix M. Riese. "Development and Applications of Machine Learning Methods
for Hyperspectral Data." PhD thesis. Karlsruhe, Germany: Karlsruhe Institute of
Technology (KIT), 2020. [DOI:10.5445/IR/1000120067](https://doi.org/10.5445/IR/1000120067)
17 changes: 17 additions & 0 deletions bibliography.bib
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DOI = {10.5281/zenodo.2540718},
howpublished = {\href{https://doi.org/10.5281/zenodo.2540718}{doi.org/10.5281/zenodo.2540718}}
}

@misc{riese2020lucas,
author = {Riese, Felix~M.},
title = {{LUCAS Soil Texture Processing Scripts}},
year = {2020},
DOI = {10.5281/zenodo.3871431},
publisher = {Zenodo}
}

@phdthesis{riese2020development,
author = {Riese, Felix~M.},
title = {{Development and Applications of Machine Learning Methods for Hyperspectral Data}},
school = {Karlsruhe Institute of Technology (KIT)},
year = {2020},
address = {Karlsruhe, Germany},
doi = {10.5445/IR/1000120067},
}

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