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Conrad M Albrecht

Senior Researcher

Sub department

  • Atmospheric, Oceanic and Planetary Physics
conrad.albrecht@physics.ox.ac.uk
  • About
  • Publications

SpectralEarth: Training Hyperspectral Foundation Models at Scale

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing Institute of Electrical and Electronics Engineers (IEEE) 18 (2025) 16780-16797

Authors:

Nassim Ait Ali Braham, Conrad M Albrecht, Julien Mairal, Jocelyn Chanussot, Yi Wang, Xiao Xiang Zhu
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AI-accelerated Nazca survey nearly doubles the number of known figurative geoglyphs and sheds light on their purpose.

Proceedings of the National Academy of Sciences of the United States of America 121:40 (2024) e2407652121

Authors:

Masato Sakai, Akihisa Sakurai, Siyuan Lu, Jorge Olano, Conrad M Albrecht, Hendrik F Hamann, Marcus Freitag

Abstract:

It took nearly a century to discover a total of 430 figurative Nazca geoglyphs, which offer significant insights into the ancient cultures at the Nazca Pampa. Here, we report the deployment of an AI system to the entire Nazca region, a UNESCO World Heritage site, leading to the discovery of 303 new figurative geoglyphs within only 6 mo of field survey, nearly doubling the number of known figurative geoglyphs. Even with limited training examples, the developed AI approach is demonstrated to be effective in detecting the smaller relief-type geoglyphs, which unlike the giant line-type geoglyphs are very difficult to discern. The improved account of figurative geoglyphs enables us to analyze their motifs and distribution across the Nazca Pampa. We find that relief-type geoglyphs depict mainly human motifs or motifs of things modified by humans, such as domesticated animals and decapitated heads (81.6%). They are typically located within viewing distance (on average 43 m) of ancient trails that crisscross the Nazca Pampa and were most likely built and viewed at the individual or small-group level. On the other hand, the giant line-type figurative geoglyphs mainly depict wild animals (64%). They are found an average of 34 m from the elaborate linear/trapezoidal network of geoglyphs, which suggests that they were probably built and used on a community level for ritual activities.
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AutoLCZ: Towards Automatized Local Climate Zone Mapping from Rule-Based Remote Sensing

IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium IEEE (2024) 2023-2027

Authors:

Chenying Liu, Hunsoo Song, Anamika Shreevastava, Conrad M Albrecht
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Climatic & Anthropogenic Hazards to the Nasca World Heritage: Application of Remote Sensing, AI, and Flood Modelling

IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium IEEE (2024) 2212-2215

Authors:

Masato Sakai, Marcus Freitag, Akihisa Sakurai, Conrad M Albrecht, Hendrik F Hamann
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Multi-Label Guided Supervised Contrastive Learning for Earth Observation Pretraining

IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium IEEE (2024) 7568-7571

Authors:

Yi Wang, Conrad M Albrecht, Xiao Xiang Zhu
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