mlsanityData to 14 Oct 2026

TerraMesh: A Planetary Mosaic of Multimodal Earth Observation Data

arXiv 2504.11172 ↗First posted 15 Apr 2025cs.CVcited by 14

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Abstract (arXiv)

Large-scale foundation models in Earth Observation can learn versatile, label-efficient representations by leveraging massive amounts of unlabeled data. However, existing public datasets are often limited in scale, geographic coverage, or sensor variety. We introduce TerraMesh, a new globally diverse, multimodal dataset combining optical, synthetic aperture radar, elevation, and land-cover modalities in an Analysis-Ready Data format. TerraMesh includes over 9~million samples with eight spatiotemporal aligned modalities, enabling large-scale pre-training. We provide detailed data processing steps, comprehensive statistics, and empirical evidence demonstrating improved model performance when pre-trained on TerraMesh. The dataset is hosted at https://huggingface.co/datasets/ibm-esa-geospatial/TerraMesh.

Key facts. Cited by 14 papers in the map (data through 14 Oct 2026). Builds on 19 of its 34 references that are in the map. First posted on arXiv 15 Apr 2025.

Builds on

19 of 34 references.

References · 19

  1. 2020An Image is Worth 16x16 Words: Transformers for Image Recognition at Scalecited by 30,186
  2. 2019BigEarthNet: A Large-Scale Benchmark Archive For Remote Sensing Image Understandingcited by 234
  3. 2018SpaceNet: A Remote Sensing Dataset and Challenge Seriescited by 179
  4. 2023CROMA: Remote Sensing Representations with Contrastive Radar-Optical Masked Autoencoderscited by 169
  5. 2022SatlasPretrain: A Large-Scale Dataset for Remote Sensing Image Understandingcited by 167
  6. 2023Foundation Models for Generalist Geospatial Artificial Intelligencecited by 149
  7. 2024Prithvi-EO-2.0: A Versatile Multi-Temporal Foundation Model for Earth Observation Applicationscited by 144
  8. 2021Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networkscited by 143
  9. 20234M: Massively Multimodal Masked Modelingcited by 120
  10. 2019SEN12MS -- A Curated Dataset of Georeferenced Multi-Spectral Sentinel-1/2 Imagery for Deep Learning and Data Fusioncited by 95
  11. 2021BigEarthNet-MM: A Large Scale Multi-Modal Multi-Label Benchmark Archive for Remote Sensing Image Classification and Retrievalcited by 92
  12. 2022A high-resolution canopy height model of the Earthcited by 91
7 more
  1. 2024MMEarth: Exploring Multi-Modal Pretext Tasks For Geospatial Representation Learningcited by 77
  2. 2024AnySat: One Earth Observation Model for Many Resolutions, Scales, and Modalitiescited by 74
  3. 2024PANGAEA: A Global and Inclusive Benchmark for Geospatial Foundation Modelscited by 68
  4. 2024Bridging Remote Sensors with Multisensor Geospatial Foundation Modelscited by 46
  5. 2024Major TOM: Expandable Datasets for Earth Observationcited by 32
  6. 2019So2Sat LCZ42: A Benchmark Dataset for Global Local Climate Zones Classificationcited by 24
  7. 2025SSL4EO-S12 v1.1: A Multimodal, Multiseasonal Dataset for Pretraining, Updatedcited by 9

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 5; 2026: 9.

14 papers.

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