Francisco Alejandro Mena

35 papers B 1C 12Journal 22
YearRankTypeTitle / Venue / Authors
2025 B conf
An Analysis of Temporal Dropout in Earth Observation Time Series for Regression Tasks.
IDA
Miro Miranda, Francisco Alejandro Mena, Andreas Dengel
2025 J jnl
An Analysis of Temporal Dropout in Earth Observation Time Series for Regression Tasks.
CoRR
Miro Miranda, Francisco Alejandro Mena, Andreas Dengel
2025 J jnl
In the search for optimal multi-view learning models for crop classification with global remote sensing data.
Int. J. Appl. Earth Obs. Geoinformation
Francisco Alejandro Mena, Diego Arenas, Andreas Dengel
2025 J jnl
Missing Data as Augmentation in the Earth Observation Domain: A Multi-View Learning Approach.
CoRR
Francisco Alejandro Mena, Diego Arenas, Andreas Dengel
2025 J jnl
Missing data as augmentation in the Earth Observation domain: A multi-view learning approach.
Neurocomputing
Francisco Alejandro Mena, Diego Arenas, Andreas Dengel
2025 J jnl
Multi-Sensor Model for Earth Observation Robust to Missing Data via Sensor Dropout and Mutual Distillation.
IEEE Access
Francisco Alejandro Mena, Dino Ienco, Cássio F. Dantas, Roberto Interdonato, Andreas Dengel
2025 J jnl
Multi-modal Co-learning for Earth Observation: Enhancing single-modality models via modality collaboration.
CoRR
Francisco Alejandro Mena, Dino Ienco, Cássio F. Dantas, Roberto Interdonato, Andreas Dengel
2025 J jnl
Multi-modal co-learning for Earth observation: enhancing single-modality models via modality collaboration.
Mach. Learn.
Francisco Alejandro Mena, Dino Ienco, Cássio Fraga Dantas, Roberto Interdonato, Andreas Dengel
2025 J jnl
On What Depends the Robustness of Multi-source Models to Missing Data in Earth Observation?
CoRR
Francisco Alejandro Mena, Diego Arenas, Miro Miranda, Andreas Dengel
2024 J jnl
Adaptive Fusion of Multi-view Remote Sensing data for Optimal Sub-field Crop Yield Prediction.
CoRR
Francisco Alejandro Mena, Deepak Pathak, Hiba Najjar, Cristhian Sanchez, Patrick Helber, Benjamin Bischke, Peter Habelitz, Miro Miranda, Jayanth Siddamsetty, Marlon Nuske, Marcela Charfuelan, Diego Arenas, Michaela Vollmer, Andreas Dengel
2024 C conf
Assessment of Sentinel-2 Spatial and Temporal Coverage Based on the Scene Classification Layer.
IGARSS
Cristhian Sanchez, Francisco Alejandro Mena, Marcela Charfuelan, Marlon Nuske, Andreas Dengel
2024 J jnl
Assessment of Sentinel-2 spatial and temporal coverage based on the scene classification layer.
CoRR
Cristhian Sanchez, Francisco Alejandro Mena, Marcela Charfuelan, Marlon Nuske, Andreas Dengel
2024 J jnl
Common Practices and Taxonomy in Deep Multiview Fusion for Remote Sensing Applications.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Francisco Alejandro Mena, Diego Arenas, Marlon Nuske, Andreas Dengel
2024 C conf
Impact Assessment of Missing Data in Model Predictions for Earth Observation Applications.
IGARSS
Francisco Alejandro Mena, Diego Arenas, Marcela Charfuelan, Marlon Nuske, Andreas Dengel
2024 J jnl
Impact Assessment of Missing Data in Model Predictions for Earth Observation Applications.
CoRR
Francisco Alejandro Mena, Diego Arenas, Marcela Charfuelan, Marlon Nuske, Andreas Dengel
2024 J jnl
In the Search for Optimal Multi-view Learning Models for Crop Classification with Global Remote Sensing Data.
CoRR
Francisco Alejandro Mena, Diego Arenas, Andreas Dengel
2024 J jnl
Increasing the Robustness of Model Predictions to Missing Sensors in Earth Observation.
CoRR
Francisco Alejandro Mena, Diego Arenas, Andreas Dengel
2024 J jnl
XAI-Guided Enhancement of Vegetation Indices for Crop Mapping.
CoRR
Hiba Najjar, Francisco Alejandro Mena, Marlon Nuske, Andreas Dengel
2024 C conf
Xai-Guided Enhancement of Vegetation Indices for Crop Mapping.
IGARSS
Hiba Najjar, Francisco Alejandro Mena, Marlon Nuske, Andreas Dengel
2023 C conf
A Comparative Assessment of Multi-View Fusion Learning For Crop Classification.
IGARSS
Francisco Alejandro Mena, Diego Arenas, Marlon Nuske, Andreas Dengel
2023 J jnl
A Comparative Assessment of Multi-view fusion learning for Crop Classification.
CoRR
Francisco Alejandro Mena, Diego Arenas, Marlon Nuske, Andreas Dengel
2023 J jnl
Common Practices and Taxonomy in Deep Multi-view Fusion for Remote Sensing Applications.
CoRR
Francisco Alejandro Mena, Diego Arenas, Marlon Nuske, Andreas Dengel
2023 C conf
Crop Yield Prediction: An Operational Approach to Crop Yield Modeling on Field and Subfield Level with Machine Learning Models.
IGARSS
Patrick Helber, Benjamin Bischke, Peter Habelitz, Cristhian Sanchez, Deepak Pathak, Miro Miranda, Hiba Najjar, Francisco Alejandro Mena, Jayanth Siddamsetty, Diego Arenas, Michaela Vollmer, Marcela Charfuelan, Marlon Nuske, Andreas Dengel
2023 C conf
Feature Attribution Methods for Multivariate Time-Series Explainability in Remote Sensing.
IGARSS
Hiba Najjar, Patrick Helber, Benjamin Bischke, Peter Habelitz, Cristhian Sanchez, Francisco Alejandro Mena, Miro Miranda, Deepak Pathak, Jayanth Siddamsetty, Diego Arenas, Michaela Vollmer, Marcela Charfuelan, Marlon Nuske, Andreas Dengel
2023 C conf
Influence of Data Cleaning Techniques on Sub-Field Yield Predictions.
IGARSS
Cristhian Sanchez, Deepak Pathak, Miro Miranda, Marcela Charfuelan, Patrick Helber, Marlon Nuske, Benjamin Bischke, Peter Habelitz, Nafisur Rahman, Francisco Alejandro Mena, Hiba Najjar, Jayanth Siddamsetty, Diego Arenas, Michaela Vollmer, Andreas Dengel
2023 J jnl
Predicting Crop Yield With Machine Learning: An Extensive Analysis Of Input Modalities And Models On a Field and sub-field Level.
CoRR
Deepak Pathak, Miro Miranda, Francisco Alejandro Mena, Cristhian Sanchez, Patrick Helber, Benjamin Bischke, Peter Habelitz, Hiba Najjar, Jayanth Siddamsetty, Diego Arenas, Michaela Vollmer, Marcela Charfuelan, Marlon Nuske, Andreas Dengel
2023 C conf
Predicting Crop Yield with Machine Learning: An Extensive Analysis of Input Modalities and Models on a Field and Sub-Field Level.
IGARSS
Deepak Pathak, Miro Miranda, Francisco Alejandro Mena, Cristhian Sanchez, Patrick Helber, Benjamin Bischke, Peter Habelitz, Hiba Najjar, Jayanth Siddamsetty, Diego Arenas, Michaela Vollmer, Marcela Charfuelan, Marlon Nuske, Andreas Dengel
2021 J jnl
Harnessing the power of CNNs for unevenly-sampled light-curves using Markov Transition Field.
Astron. Comput.
Margarita Constanza Bugueño, Gabriel Molina, Francisco Alejandro Mena, Patricio Olivares, Mauricio Araya
2021 C conf
Self-supervised Bernoulli Autoencoders for Semi-supervised Hashing.
CIARP
Ricardo Ñanculef, Francisco Alejandro Mena, Antonio Macaluso, Stefano Lodi, Claudio Sartori
2020 J jnl
Self-Supervised Bernoulli Autoencoders for Semi-Supervised Hashing.
CoRR
Ricardo Ñanculef, Francisco Alejandro Mena, Antonio Macaluso, Stefano Lodi, Claudio Sartori
2019 C conf
A Binary Variational Autoencoder for Hashing.
CIARP
Francisco Alejandro Mena, Ricardo Ñanculef
2019 J jnl
Classical Machine Learning Techniques in the Search of Extrasolar Planets.
CLEI Electron. J.
Francisco Alejandro Mena, Margarita Constanza Bugueño, Mauricio Araya
2019 J jnl
Evaluating Bregman Divergences for Probability Learning from Crowd.
CoRR
Francisco Alejandro Mena, Ricardo Ñanculef
2019 C conf
Revisiting Machine Learning from Crowds a Mixture Model for Grouping Annotations.
CIARP
Francisco Alejandro Mena, Ricardo Ñanculef
2018 C conf
Refining Exoplanet Detection Using Supervised Learning and Feature Engineering.
CLEI
Margarita Constanza Bugueño, Francisco Alejandro Mena, Mauricio Araya