Author

Spyros Kondylatos

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#artificial intelligence Preprint Sep 2026

Tree species mapping in Denmark: A comparison of spectral-temporal features with geospatial foundation model embeddings

The resulting map, released as an open-access product, is the first high-resolution national tree species map of Denmark and provides a valuable resource for forest monitoring, ecological research, and land management applications.

Alkiviadis Koukos, Spyros Kondylatos, T. Nord-Larsen et al. · 0 citations

Open access Sep 2025

Uncertainty-aware deep learning for wildfire danger forecasting

This work presents an uncertainty-aware DL framework that jointly captures epistemic (model) and aleatoric ( data) uncertainty to enhance short-term wildfire danger forecasting and significantly improves the accuracy and reliability of wildfire danger forecasting, advancing the development of trustworthy wildfire DL sy...

Spyros Kondylatos, N. Papadopoulos, G. Camps-Valls et al. · Machine Learning: Earth · 5 citations · ⚡1