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Multi-temporal forest monitoring in the Swiss Alps with knowledge-guided deep learning.

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MultiTempForestMapping

Paper: Multi-temporal forest monitoring in the Swiss Alps with knowledge-guided deep learning, Thiên-Anh Nguyen, Marc Rußwurm, Gaston Lenczner, Devis Tuia, Remote sensing of environment, 2024

Dataset

Input data

Training labels: rasterized labels (download) extracted from SwissTLM3D (2022-03 release)

Evaluation labels: manually annotated tiles from random locations and dates (1946 to 2020) (download)

Trained models

Download trained models here

Results

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Multi-temporal forest monitoring in the Swiss Alps with knowledge-guided deep learning.

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