DUNIA: Pixel-Sized Embeddings via Cross-Modal Alignment for Earth Observation Applications

Ibrahim Fayad; Max Zimmer; Martin Schwartz; Fabian Gieseke; Philippe Ciais; Gabriel Belouze; Sarah Brood; Aurélien De Truchis; Alexandre d’Aspremont

2025 ICML ICML 2025

DUNIA: Pixel-Sized Embeddings via Cross-Modal Alignment for Earth Observation Applications

Abstract

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Authors

Ibrahim Fayad, Max Zimmer, Martin Schwartz, Fabian Gieseke, Philippe Ciais, Gabriel Belouze, Sarah Brood, Aurélien De Truchis, Alexandre d’Aspremont

Topics

Artificial Intelligence > Core AI > Multimodal Learning Machine Learning > Learning Types > Transfer Learning Deep Learning > Learning Types > Self-Supervised Learning

Keywords

contrastive learning cross-modal alignment zero-shot classification environmental monitoring full-waveform lidar pixel-sized embeddings

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