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 | 28 | 2023 |
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 | 14 | 2022 |
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 | 1 | 2023 |
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 | 1 | 2023 |
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 | | 2024 |
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 |