| Vol-3343 urn:nbn:de:0074-3343-0 Copyright © 2022 for the individual papers by the papers' authors. Copyright © 2022 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# MACLEAN 2022
MAChine Learning for EArth ObservatioN 2022

### Proceedings of MACLEAN: MAChine Learning for EArth ObservatioN Workshop
co-located with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2022)

### Grenoble, France, September 18-22, 2023.

Edited by

### Thomas Corpetti *
Dino Ienco **
Roberto Interdonato ***
Minh-Tan Pham ****
Sébastien Lefèvre *****

* CNRS, LETG-Rennes COSTEL UMR 6554 CNRS, Rennes, France
** INRAE, UMR Tetis, Montpellier, France
*** CIRAD, UMR Tetis, Montpellier, France
**** Univ. Bretagne-Sud, UMR 6074, IRISA, Vannes, France
***** Univ. Bretagne-Sud, UMR 6074, IRISA, Vannes, France

## Table of Contents

- Preface
  Summary: There were 10 papers submitted for peer-review to this workshop. Out of these, 6 papers were accepted for this volume, 5 as regular papers and 1 as short paper.

### Session 1

- Statistics-Free Interpolation of Ocean Observations with Deep Spatio-Temporal Prior (short paper)
  Arthur Filoche, Theo Archambault, Anastase Charantonis, Dominique Béréziat
- Multimodal Approach to Early Detection of Harmful Algal Blooms
  Onatkut Dagtekin, Nina Dethlefs
- Graph Attention Transformer for Unsupervised Multivariate Time Series Anomaly Detection
  Tzu-Hsuan Hsu, Yu-Chee Tseng, Jen-Jee Chen

### Session 2

- Vision Transformers for Burned Area Delineation
  Daniele Rege Cambrin, Luca Colomba, Paolo Garza
- AI for Air Quality: Leveraging Data Fusion for Deep Downscaling of Atmospheric Pollutants
  Giannis Ashiotis, Evgenios Tsigkanos, Theodoros Christoudias, Mihalis A. Nicolaou
- DeepSolar Tracker: Towards Unsupervised Assessment with Open-Source Data of the Accuracy of Deep Learning-Based Distributed PV Mapping
  Gabriel Kasmi, Dubus Laurent, Yves-Marie Saint-Drenan, Philippe Blanc

2023-01-26: submitted by Roberto Interdonato, metadata incl. bibliographic data published under Creative Commons CC0
2023-02-15: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|