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Matt Allen

Affiliations:
  • University of Cambridge, Department of Geography, UK


According to our database1, Matt Allen authored at least 11 papers between 2022 and 2025.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

Legend:

Book 
In proceedings 
Article 
PhD thesis 
Dataset
Other 

Links

Online presence:

On csauthors.net:

Bibliography

2025
Manual Labelling Artificially Inflates Deep Learning-Based Segmentation Performance on RGB Images of Closed Canopy: Validation Using TLS.
[BibTeX]
[DOI]
Matthew J. Allen
,
Harry J. F. Owen
,
Stuart W. D. Grieve
,
Emily R. Lines
CoRR, March, 2025

PointsToWood: A deep learning framework for complete canopy leaf-wood segmentation of TLS data across diverse European forests.
[BibTeX]
[DOI]
Harry J. F. Owen
,
Matthew J. Allen
,
Stuart W. D. Grieve
,
Phill Wilkes
,
Emily R. Lines
CoRR, March, 2025

2024
Low-Cost Tree Crown Dieback Estimation Using Deep Learning-Based Segmentation.
[BibTeX]
[DOI]
Matthew J. Allen
,
D. Moreno-Fernández
,
Paloma Ruiz-Benito
,
Stuart W. D. Grieve
,
Emily R. Lines
CoRR, 2024

Benchmarking tree species classification from proximally-sensed laser scanning data: introducing the FOR-species20K dataset.
[BibTeX]
[DOI]
Stefano Puliti
,
Emily R. Lines
,
Jana Müllerová
,
Julian Frey
,
Zoe Schindler
,
Adrian Straker
,
Matt Allen
,
Lukas Winiwarter
,
Nataliia Rehush
,
Hristina Hristova
,
Brent Murray
,
Kim Calders
,
Louise Terryn
,
Nicholas C. Coops
,
Bernhard Höfle
,
Samuli Junttila
,
Martin Krucek
,
Grzegorz Krok
,
Kamil Král
,
Shaun R. Levick
,
Linda Luck
,
Azim Missarov
,
Martin Mokros
,
Harry J. F. Owen
,
Krzysztof Sterenczak
,
Timo P. Pitkänen
,
Nicola Puletti
,
Ninni Saarinen
,
Chris Hopkinson
,
Chiara Torresan
,
Enrico Tomelleri
,
Hannah Weiser
,
Rasmus Astrup
CoRR, 2024

M3LEO: A Multi-Modal, Multi-Label Earth Observation Dataset Integrating Interferometric SAR and RGB Data.
[BibTeX]
[DOI]
Matthew J. Allen
,
Francisco Dorr
,
Joseph Alejandro Gallego-Mejia
,
Laura Martínez-Ferrer
,
Anna Jungbluth
,
Freddie Kalaitzis
,
Raúl Ramos-Pollán
CoRR, 2024

M3LEO: A Multi-Modal, Multi-Label Earth Observation Dataset Integrating Interferometric SAR and Multispectral Data.
[BibTeX]
[DOI]
Matthew J. Allen
,
Francisco Dorr
,
Joseph Alejandro Gallego-Mejia
,
Laura Martínez-Ferrer
,
Anna Jungbluth
,
Freddie Kalaitzis
,
Raúl Ramos-Pollán
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024

2023
Exploring DINO: Emergent Properties and Limitations for Synthetic Aperture Radar Imagery.
[BibTeX]
[DOI]
Joseph A. Gallego-Mejia
,
Anna Jungbluth
,
Laura Martínez-Ferrer
,
Matt Allen
,
Francisco Dorr
,
Freddie Kalaitzis
,
Raúl Ramos-Pollán
CoRR, 2023

Exploring Generalisability of Self-Distillation with No Labels for SAR-Based Vegetation Prediction.
[BibTeX]
[DOI]
Laura Martínez-Ferrer
,
Anna Jungbluth
,
Joseph A. Gallego-Mejia
,
Matt Allen
,
Francisco Dorr
,
Freddie Kalaitzis
,
Raúl Ramos-Pollán
CoRR, 2023

Large Scale Masked Autoencoding for Reducing Label Requirements on SAR Data.
[BibTeX]
[DOI]
Matt Allen
,
Francisco Dorr
,
Joseph A. Gallego-Mejia
,
Laura Martínez-Ferrer
,
Anna Jungbluth
,
Freddie Kalaitzis
,
Raúl Ramos-Pollán
CoRR, 2023

Fewshot learning on global multimodal embeddings for earth observation tasks.
[BibTeX]
[DOI]
Matt Allen
,
Francisco Dorr
,
Joseph A. Gallego-Mejia
,
Laura Martínez-Ferrer
,
Anna Jungbluth
,
Freddie Kalaitzis
,
Raúl Ramos-Pollán
CoRR, 2023

2022
AI applications in forest monitoring need remote sensing benchmark datasets.
[BibTeX]
[DOI]
Emily R. Lines
,
Matt Allen
,
Carlos Cabo
,
Kim Calders
,
Amandine Debus
,
Stuart W. D. Grieve
,
Milto Miltiadou
,
Adam Noach
,
Harry J. F. Owen
,
Stefano Puliti
Proceedings of the IEEE International Conference on Big Data, 2022


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