---
license: mit
language:
- en
pipeline_tag: image-classification
tags:
- unet
- deforestation
- fusion
- SAR
- multispectral
- environment
metrics:
- f1
---

This is the model presented as the best-performing model to detect deforestation based on four multispectral composites in the following article: Solórzano et al., 2023. Deforestation detection using a spatio-temporal deep learning approach with synthetic aperture radar and multispectral images. ISPRS Journal of Photogrammetry and Remote Sensing 199: 87–101 [https://doi.org/10.1016/j.isprsjprs.2023.03.017](https://doi.org/10.1016/j.isprsjprs.2023.03.017). The additional Github repository containing the code to obtain this model can be found in: [https://github.com/JonathanVSV/U-netRDef](https://github.com/JonathanVSV/U-netRDef).

The U-net 3D architecture:

![unet3d_4T.jpg](imgs/unet3d4T.jpg)