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- research-articleApril 2024
SatMAE: pre-training transformers for temporal and multi-spectral satellite imagery
- Yezhen Cong,
- Samar Khanna,
- Chenlin Meng,
- Patrick Liu,
- Erik Rozi,
- Yutong He,
- Marshall Burke,
- David B. Lobell,
- Stefano Ermon
NIPS '22: Proceedings of the 36th International Conference on Neural Information Processing SystemsArticle No.: 15, Pages 197–211Unsupervised pre-training methods for large vision models have shown to enhance performance on downstream supervised tasks. Developing similar techniques for satellite imagery presents significant opportunities as unlabelled data is plentiful and the ...
- research-articleJuly 2019
Predicting Economic Development using Geolocated Wikipedia Articles
- Evan Sheehan,
- Chenlin Meng,
- Matthew Tan,
- Burak Uzkent,
- Neal Jean,
- Marshall Burke,
- David Lobell,
- Stefano Ermon
KDD '19: Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data MiningPages 2698–2706https://doi.org/10.1145/3292500.3330784Progress on the UN Sustainable Development Goals (SDGs) is hampered by a persistent lack of data regarding key social, environmental, and economic indicators, particularly in developing countries. For example, data on poverty - the first of seventeen ...
- research-articleJanuary 2019
Mapping Missing Population in Rural India: A Deep Learning Approach with Satellite Imagery
- Wenjie Hu,
- Jay Harshadbhai Patel,
- Zoe-Alanah Robert,
- Paul Novosad,
- Samuel Asher,
- Zhongyi Tang,
- Marshall Burke,
- David Lobell,
- Stefano Ermon
AIES '19: Proceedings of the 2019 AAAI/ACM Conference on AI, Ethics, and SocietyPages 353–359https://doi.org/10.1145/3306618.3314263Millions of people worldwide are absent from their country's census. Accurate, current, and granular population metrics are critical to improving government allocation of resources, to measuring disease control, to responding to natural disasters, and ...
- research-articleJuly 2018
Infrastructure Quality Assessment in Africa using Satellite Imagery and Deep Learning
- Barak Oshri,
- Annie Hu,
- Peter Adelson,
- Xiao Chen,
- Pascaline Dupas,
- Jeremy Weinstein,
- Marshall Burke,
- David Lobell,
- Stefano Ermon
KDD '18: Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data MiningPages 616–625https://doi.org/10.1145/3219819.3219924The UN Sustainable Development Goals allude to the importance of infrastructure quality in three of its seventeen goals. However, monitoring infrastructure quality in developing regions remains prohibitively expensive and impedes efforts to measure ...
