Artificial Intelligence to Advance Earth Observation: A review of models, recent trends, and pathways forward

D Tuia, K Schindler, B Demir, XX Zhu… - … and Remote Sensing …, 2024 - ieeexplore.ieee.org
Earth observation (EO) is increasingly used for map** and monitoring processes
occurring at the surface of Earth. Data acquired by satellites nowadays allow us to have a …

Deep learning for satellite image time-series analysis: A review

L Miller, C Pelletier, GI Webb - IEEE Geoscience and Remote …, 2024 - ieeexplore.ieee.org
Earth observation (EO) satellite missions have been providing detailed images about the
state of Earth and its land cover for over 50 years. Long-term missions, such as those of …

MMEarth: Exploring multi-modal pretext tasks for geospatial representation learning

V Nedungadi, A Kariryaa, S Oehmcke… - … on Computer Vision, 2024 - Springer
The volume of unlabelled Earth observation (EO) data is huge, but many important
applications lack labelled training data. However, EO data offers the unique opportunity to …

GeoSynth: Contextually-Aware High-Resolution Satellite Image Synthesis

S Sastry, S Khanal, A Dhakal… - Proceedings of the …, 2024 - openaccess.thecvf.com
We present GeoSynth a model for synthesizing satellite images with global style and image-
driven layout control. The global style control is via textual prompts or geographic location …

Position: mission critical–satellite data is a distinct modality in machine learning

E Rolf, K Klemmer, C Robinson… - Forty-first International …, 2024 - openreview.net
Satellite data has the potential to inspire a seismic shift for machine learning---one in which
we rethink existing practices designed for traditional data modalities. As machine learning …

FoMo-Bench: a multi-modal, multi-scale and multi-task Forest Monitoring Benchmark for remote sensing foundation models

NI Bountos, A Ouaknine, D Rolnick - arxiv preprint arxiv:2312.10114, 2023 - arxiv.org
Forests are an essential part of Earth's ecosystems and natural systems, as well as providing
services on which humanity depends, yet they are rapidly changing as a result of land use …