Publications by Thiên-Anh Claris Nguyen

Monitoring and understanding treeline dynamics in the Swiss Alps from 80 years of aerial imagery

As a result of global warming, the upper limit of alpine forests is expected to shift to higher altitudes. This threatens the habitat of numerous endemic plant species located in the alpine grasslands above. Anticipating the timing and pace of treeline shi ...

EPFL2025

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

Devis Tuia, Gaston Jean Lenczner, Thiên-Anh Claris Nguyen, Marc Conrad Russwurm

Monitoring forests, in particular their response to climate and land use change, requires studying long time scales. While efficient deep learning methods have been developed to process short time series of satellite imagery, leveraging long time series of ...

Elsevier Science Inc2024

Mapping forest cover dynamics in the Swiss Alps using 70 years of aerial imagery

Devis Tuia, Thiên-Anh Claris Nguyen, Benjamin Alexander Kellenberger, Marc Conrad Russwurm

2023

Mapping forest in the Swiss Alps treeline ecotone with explainable deep learning

Devis Tuia, Benjamin Alexander Kellenberger, Thiên-Anh Claris Nguyen

Forest maps are essential to understand forest dynamics. Due to the increasing availability of remote sensing data and machine learning models like convolutional neural networks, forest maps can these days be created on large scales with high accuracy. Com ...

Elsevier2022