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Matthew Allen
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Tree species classification from complex laser scanning data in Mediterranean forests using deep learning
MJ Allen, SWD Grieve, HJF Owen, ER Lines
Methods in Ecology and Evolution 14 (7), 1657-1667, 2023
192023
AI applications in forest monitoring need remote sensing benchmark datasets
ER Lines, M Allen, C Cabo, K Calders, A Debus, SWD Grieve, M Miltiadou, ...
2022 IEEE International Conference on Big Data (Big Data), 4528-4533, 2022
122022
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
12023
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
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
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
2023
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
2023
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