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Laura Martínez-Ferrer
Laura Martínez-Ferrer
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Crop yield estimation and interpretability with Gaussian processes
L Martínez-Ferrer, M Piles, G Camps-Valls
IEEE Geoscience and Remote Sensing Letters 18 (12), 2043-2047, 2020
572020
Quantifying uncertainty in high resolution biophysical variable retrieval with machine learning
L Martínez-Ferrer, Á Moreno-Martínez, M Campos-Taberner, ...
Remote Sensing of Environment 280, 113199, 2022
202022
Interpretability of recurrent neural networks in remote sensing
A Pérez-Suay, JE Adsuara, M Piles, L Martínez-Ferrer, E Díaz, ...
IGARSS 2020-2020 IEEE International Geoscience and Remote Sensing Symposium …, 2020
172020
Data cubes for earth system research: Challenges ahead
D Montero, G Kraemer, A Anghelea, CA Camacho, G Brandt, ...
EarthArXiv (California Digital Library), 2023
72023
Fewshot learning on global multimodal embeddings for earth observation tasks
M Allen, F Dorr, JA Gallego-Mejia, L Martínez-Ferrer, A Jungbluth, ...
arXiv preprint arXiv:2310.00119, 2023
42023
Large Scale Masked Autoencoding for Reducing Label Requirements on SAR Data
M Allen, F Dorr, JA Gallego-Mejia, L Martínez-Ferrer, A Jungbluth, ...
arXiv preprint arXiv:2310.00826, 2023
32023
Earth system data cubes: Avenues for advancing earth system research
D Montero, G Kraemer, A Anghelea, C Aybar, G Brandt, G Camps-Valls, ...
Environmental Data Science 3, e27, 2024
22024
Exploring DINO: Emergent Properties and Limitations for Synthetic Aperture Radar Imagery
JA Gallego-Mejia, A Jungbluth, L Martínez-Ferrer, M Allen, F Dorr, ...
arXiv preprint arXiv:2310.03513, 2023
22023
M3LEO: A Multi-Modal, Multi-Label Earth Observation Dataset Integrating Interferometric SAR and RGB Data
MJ Allen, F Dorr, JAG Mejia, L Martínez-Ferrer, A Jungbluth, F Kalaitzis, ...
arXiv preprint arXiv:2406.04230, 2024
12024
M3LEO: A Multi-Modal, Multi-Label Earth Observation Dataset Integrating Interferometric SAR and Multispectral Data
MJ Allen, F Dorr, JAG Mejia, L Martínez-Ferrer, A Jungbluth, F Kalaitzis, ...
The Thirty-eight Conference on Neural Information Processing Systems …, 2024
12024
Exploring Generalisability of Self-Distillation with No Labels for SAR-Based Vegetation Prediction
L Martínez-Ferrer, A Jungbluth, JA Gallego-Mejia, M Allen, F Dorr, ...
arXiv preprint arXiv:2310.02048, 2023
12023
Data Cubes for Earth System Research: Challenges Ahead
D Montero Loaiza, G Kraemer, A Anghelea, C Aybar Camacho, G Brandt, ...
EarthArXiv eprints, X58M2V, 2023
12023
Towards Foundation Models for Earth Observation; Benchmarking Datasets and Performance on Diverse Downstream Tasks
A Jungbluth, M Allen, F Dorr, J Gallego-Mejia, L Martínez-Ferrer, ...
EGU24, 2024
2024
Self-Supervised Learning for SAR; Benchmarking Datasets and Performance on Diverse Downstream Tasks
A Jungbluth, M Allen, F Dorr, JAG Mejia, LM Ferrer, F Kalaitzis, ...
AGU23, 2023
2023
Gaussian Processes for vegetation traits global mapping
L Martínez-Ferrer, Á Moreno-Martínez, J Muñoz-Marí, H Meyer, M Ludwig, ...
EGU General Assembly Conference Abstracts, EGU-5331, 2023
2023
Physics-Aware Machine Learning for Carbon Fluxes at High Spatio-Temporal Resolution and Scales
Á Moreno-Martínez, L Martínez-Ferrer, J Muñoz-Marí, ...
EGU General Assembly Conference Abstracts, EGU-7439, 2023
2023
Anticipating the SIF-GPP linearity breakdown with machine learning-Implications on climate extremes and vegetation stress
G Camps-Valls, A Moreno-Martinez, L Martinez-Ferrer, J Muñoz-Marí, ...
EGU23, 2023
2023
Remote sensing data for crop yield in CONUS
L Martínez-Ferrer, A Mateo-Sanchis, J Muñoz-Marí, M Piles
Remote sensing data for crop yield in CONUS, 2023
2023
Carbon fluxes estimation with aleatoric and epistemic uncertainties at high spatial resolution over large areas
L Martínez-Ferrer, Á Moreno-Martínez, JS Kimball, SW Running, N Clinton, ...
EGU General Assembly Conference Abstracts, EGU22-10248, 2022
2022
Long-time record and continuous high resolution gross primary productivity estimates at continental scales.
A Moreno, L Martinez-Ferrer, J Kimball, M Jung, M Reichstein, S Running, ...
AGU Fall Meeting Abstracts 2021, B55E-1252, 2021
2021
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