There Are No Data Like More Data- Datasets for Deep Learning in Earth
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There Are No Data Like More Data- Datasets for Deep Learning in Earth Observation

IEEE Geoscience and Remote Sensing Magazine (GRSM), 2023

30 October 2023

Michael Schmitt

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Papers citing "There Are No Data Like More Data- Datasets for Deep Learning in Earth Observation"

14 / 14 papers shown

Title
GEO-Bench-2: From Performance to Capability, Rethinking Evaluation in Geospatial AI Naomi Simumba Nils Lehmann Paolo Fraccaro Hamed Alemohammad Geeth De Mel ... Nicolas Longépé Xiao Xiang Zhu Hannah Kerner Juan Bernabé-Moreno Alexander Lacoste ELM VLM 122 1 0 19 Nov 2025
SpecAware: A Spectral-Content Aware Foundation Model for Unifying Multi-Sensor Learning in Hyperspectral Remote Sensing Mapping Renjie Ji Xue Wang Chao Niu Wen Zhang Yong Mei Kun Tan 68 0 0 31 Oct 2025
Artificial Intelligence for Atmospheric Sciences: A Research Roadmap Martha Arbayani Zaidan Naser Hossein Motlagh Petteri Nurmi Tareq Hussein Markku Kulmala Tuukka Petäjä Sasu Tarkoma AI4CE 127 1 0 19 Jun 2025
HyBiomass: Global Hyperspectral Imagery Benchmark Dataset for Evaluating Geospatial Foundation Models in Forest Aboveground Biomass EstimationIEEE Geoscience and Remote Sensing Letters (GRSL), 2025 Aaron Banze Timothée Stassin Nassim Ait Ali Braham Rıdvan Salih Kuzu Simon Besnard Michael Schmitt 131 1 0 12 Jun 2025
Enhancing Monocular Height Estimation via Sparse LiDAR-Guided Correction Jian Song Hongruixuan Chen Xiangwei Zhu 269 0 0 11 May 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 208 1 0 02 May 2025
EuroCropsML: A Time Series Benchmark Dataset For Few-Shot Crop Type Classification Joana Reuss Jan Macdonald Simon Becker Lorenz Richter Marco Körner 235 4 0 24 Jul 2024
SynRS3D: A Synthetic Dataset for Global 3D Semantic Understanding from Monocular Remote Sensing Imagery Jian Song Hongruixuan Chen Weihao Xuan Junshi Xia Xiangwei Zhu 123 10 0 26 Jun 2024
Data Augmentation in Earth Observation: A Diffusion Model Approach Tiago Sousa B. Ries N. Guelfi DiffM 225 5 0 10 Jun 2024
Deep Learning for Satellite Image Time Series Analysis: A Review Lynn Miller Charlotte Pelletier Geoffrey I. Webb 230 45 0 05 Apr 2024
Neural Plasticity-Inspired Multimodal Foundation Model for Earth Observation Zhitong Xiong Yi Wang Fahong Zhang Adam J. Stewart Joelle Hanna Damian Borth Ioannis Papoutsis B. L. Saux Gustau Camps-Valls Xiao Xiang Zhu AI4CE 249 48 0 22 Mar 2024
Major TOM: Expandable Datasets for Earth Observation Alistair Francis Mikolaj Czerkawski AI4TS 196 19 0 19 Feb 2024
Better, Not Just More: Data-Centric Machine Learning for Earth ObservationIEEE Geoscience and Remote Sensing Magazine (GRSM), 2023 R. Roscher M. Rußwurm Caroline Gevaert Michael C. Kampffmeyer J. A. dos Santos ... Ronny Hansch Stine Hansen Keiller Nogueira Jonathan Prexl D. Tuia 350 21 0 08 Dec 2023
EarthNets: Empowering AI in Earth Observation Zhitong Xiong Fahong Zhang Yi Wang Yilei Shi Xiao Xiang Zhu 373 77 0 10 Oct 2022