Francisco Mena

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authored a paper about 2 months ago

Multi-modal Co-learning for Earth Observation: Enhancing single-modality models via modality collaboration

Paper • 2510.19579 • Published Oct 22

authored 12 papers 3 months ago

A Comparative Assessment of Multi-view fusion learning for Crop Classification

Paper • 2308.05407 • Published Aug 10, 2023

Predicting Crop Yield With Machine Learning: An Extensive Analysis Of Input Modalities And Models On a Field and sub-field Level

Paper • 2308.08948 • Published Aug 17, 2023

Adaptive Fusion of Multi-view Remote Sensing data for Optimal Sub-field Crop Yield Prediction

Paper • 2401.11844 • Published Jan 22, 2024

Impact Assessment of Missing Data in Model Predictions for Earth Observation Applications

Paper • 2403.14297 • Published Mar 21, 2024

Assessment of Sentinel-2 spatial and temporal coverage based on the scene classification layer

Paper • 2406.18584 • Published Jun 6, 2024

XAI-Guided Enhancement of Vegetation Indices for Crop Mapping

Paper • 2407.08298 • Published Jul 11, 2024

Increasing the Robustness of Model Predictions to Missing Sensors in Earth Observation

Paper • 2407.15512 • Published Jul 22, 2024

In the Search for Optimal Multi-view Learning Models for Crop Classification with Global Remote Sensing Data

Paper • 2403.16582 • Published Mar 25, 2024

Missing Data as Augmentation in the Earth Observation Domain: A Multi-View Learning Approach

Paper • 2501.01132 • Published Jan 2

On What Depends the Robustness of Multi-source Models to Missing Data in Earth Observation?

Paper • 2503.19719 • Published Mar 25

An Analysis of Temporal Dropout in Earth Observation Time Series for Regression Tasks

Paper • 2504.06915 • Published Apr 9

Common Practices and Taxonomy in Deep Multi-view Fusion for Remote Sensing Applications

Paper • 2301.01200 • Published Dec 20, 2022