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Better, Not Just More: Data-Centric Machine Learning for Earth Observation
8 December 2023
R. Roscher
M. Rußwurm
Caroline Gevaert
Michael C. Kampffmeyer
J. A. dos Santos
Maria Vakalopoulou
Ronny Hansch
Stine Hansen
Keiller Nogueira
Jonathan Prexl
D. Tuia
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Papers citing
"Better, Not Just More: Data-Centric Machine Learning for Earth Observation"
10 / 10 papers shown
Title
TerraFM: A Scalable Foundation Model for Unified Multisensor Earth Observation
M. S. Danish
Muhammad Akhtar Munir
Syed Aziz Shah
M. H. Khan
Rao Muhammad Anwer
Jorma T. Laaksonen
Fahad Shahbaz Khan
Salman Khan
70
0
0
06 Jun 2025
Core-Set Selection for Data-efficient Land Cover Segmentation
Keiller Nogueira
Akram Zaytar
Wanli Ma
R. Roscher
Ronny Hansch
...
Simone Fobi Nsutezo
Rahul Dodhia
J. L. Ferres
Oktay Karakuş
Paul L. Rosin
80
0
0
02 May 2025
SSL4Eco: A Global Seasonal Dataset for Geospatial Foundation Models in Ecology
Elena Plekhanova
Damien Robert
Johannes Dollinger
Emilia Arens
Philipp Brun
Jan Dirk Wegner
Niklaus Zimmermann
85
0
0
25 Apr 2025
On What Depends the Robustness of Multi-source Models to Missing Data in Earth Observation?
Francisco Mena
Diego Arenas
Miro Miranda
A. Dengel
75
1
0
25 Mar 2025
The Change You Want To Detect: Semantic Change Detection In Earth Observation With Hybrid Data Generation
Benidir Yanis
Gonthier Nicolas
Mallet Clement
99
2
0
19 Mar 2025
Operational Change Detection for Geographical Information: Overview and Challenges
Nicolas Gonthier
89
0
0
18 Mar 2025
How Does the Spatial Distribution of Pre-training Data Affect Geospatial Foundation Models?
Mirali Purohit
Gedeon Muhawenayo
Esther Rolf
Hannah Kerner
AI4CE
94
1
0
21 Jan 2025
HyperSIGMA: Hyperspectral Intelligence Comprehension Foundation Model
Di Wang
Meiqi Hu
Yao Jin
Yuchun Miao
Jiaqi Yang
...
Lefei Zhang
Chen Wu
Di Lin
Dacheng Tao
Liangpei Zhang
164
27
0
17 Jun 2024
Responsible AI for Earth Observation
Pedram Ghamisi
Weikang Yu
Andrea Marinoni
C. Gevaert
Claudio Persello
...
Benjamin P. Horton
Philippe Rufin
P. Hostert
Fabio Pacifici
Peter M. Atkinson
74
5
0
31 May 2024
Mission Critical -- Satellite Data is a Distinct Modality in Machine Learning
Esther Rolf
Konstantin Klemmer
Caleb Robinson
Hannah Kerner
86
41
0
02 Feb 2024
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