Search Results for author: Maria Sdraka

Found 3 papers, 3 papers with code

FLOGA: A machine learning ready dataset, a benchmark and a novel deep learning model for burnt area mapping with Sentinel-2

1 code implementation6 Nov 2023 Maria Sdraka, Alkinoos Dimakos, Alexandros Malounis, Zisoula Ntasiou, Konstantinos Karantzalos, Dimitrios Michail, Ioannis Papoutsis

We use FLOGA to provide a thorough comparison of multiple Machine Learning and Deep Learning algorithms for the automatic extraction of burnt areas, approached as a change detection task.

Change Detection

A Sentinel-2 multi-year, multi-country benchmark dataset for crop classification and segmentation with deep learning

1 code implementation2 Apr 2022 Dimitrios Sykas, Maria Sdraka, Dimitrios Zografakis, Ioannis Papoutsis

In this work we introduce Sen4AgriNet, a Sentinel-2 based time series multi country benchmark dataset, tailored for agricultural monitoring applications with Machine and Deep Learning.

Crop Classification Semantic Segmentation +1

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