Better, Not Just More: Data-Centric Machine Learning for Earth Observation

Better, Not Just More: Data-Centric Machine Learning for Earth Observation

8 December 2023

Caroline Gevaert

Michael C. Kampffmeyer

J. A. dos Santos

Maria Vakalopoulou

Keiller Nogueira

Papers citing "Better, Not Just More: Data-Centric Machine Learning for Earth Observation"

12 / 12 papers shown

Title
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 22 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 12 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 35 0 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 39 1 0 19 Mar 2025
Operational Change Detection for Geographical Information: Overview and Challenges Nicolas Gonthier 44 0 0 18 Mar 2025
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 27 4 0 31 May 2024
Mission Critical -- Satellite Data is a Distinct Modality in Machine Learning Esther Rolf Konstantin Klemmer Caleb Robinson Hannah Kerner 16 35 0 02 Feb 2024
Data Banzhaf: A Robust Data Valuation Framework for Machine Learning Jiachen T. Wang R. Jia FedML TDI 44 52 0 30 May 2022
Facing the Void: Overcoming Missing Data in Multi-View Imagery Gabriel L. S. Machado Keiller Nogueira M. B. Pereira J. D. Santos 21 5 0 21 May 2022
SEN12MS-CR-TS: A Remote Sensing Data Set for Multi-modal Multi-temporal Cloud Removal Patrick Ebel Yajin Xu M. Schmitt Xiaoxiang Zhu 30 85 0 24 Jan 2022
Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networks Vivien Sainte Fare Garnot Loic Landrieu AI4TS 66 101 0 16 Jul 2021
Importance of spatial predictor variable selection in machine learning applications -- Moving from data reproduction to spatial prediction H. Meyer C. Reudenbach Stephan Wöllauer T. Nauss 35 285 0 21 Aug 2019