MACLEAN Workshop @ECML/PKDD2025: Machine Learning for Earth Observation

MACLEAN Workshop @ECML/PKDD2025: Call for Papers on Machine Learning for Earth Observation

Call for Papers: MACLEAN: MAChine Learning for EArth ObservatioN (workshop @ECML/PKDD2025)

The MACLEAN workshop aims to bring together machine learning researchers and domain experts to exchange ideas and discuss research objectives for the analysis of Earth Observation (EO) data using machine learning techniques.

Key Dates:

• Paper submission deadline: June 14, 2025
• Paper acceptance notification: July 14, 2025
• Paper camera-ready deadline: TBA

Topics:

• Supervised Classification of Multi(Hyper)-spectral data
• Supervised Classification of Satellite Image Time Series data
• Unsupervised Learning of EO Data
• Deep Learning approaches to deal with EO Data
• Machine Learning approaches for the analysis of multi-scale EO Data
• Machine Learning approaches for the analysis of multi-source EO Data
• Semi-supervised classification approaches for EO Data
• Active learning for EO Data
• Transfer Learning and Domain Adaptation for EO Data
• Interpretability and explainability of machine learning methods in the context of EO data analysis
• Bayesian machine learning for EO Data
• Dimensionality Reduction and Feature Selection for EO Data
• Graphicals models for EO Data
• Structured output learning for EO Data
• Multiple instance learning for EO Data
• Multi-task learning for EO Data
• Online learning for EO Data
• Embedding and Latent factor for EO Data
• Foundation Models for Earth Observation
• Multi-Modal approaches for EO Data
• Self-supervised learning for EO Data
• Physics-informed machine learning for EO Data

Submission:

We welcome original contributions, either theoretical or empirical, describing ongoing projects or completed work. Contributions can be of two types: either short position papers (up to 6 pages including references) or full research papers (up to 10 pages including references). Papers must be written in LNCS format, i.e., accordingly to the ECML-PKDD 2024 submission format. Accepted contributions will be made available electronically through the Workshop web page.

Workshop Website: https://sites.google.com/view/maclean25

Tags: Machine Learning, Earth Observation, ECML/PKDD2025, Workshop, Call for Papers, Research, Academic