AlphaEarth distinguishes cities but compresses urban variation
cs.CV, physics.soc-ph
Submitted: 2026-09-24
Updated: 2026-09-24
Terminology
Sources
- What on Earth is AlphaEarth? Hierarchical structure and functional interpretability for global land cover
- AlphaEarth Foundations: An embedding field model for accurate and efficient global mapping from sparse label data
- TESSERA: Temporal Embeddings of Surface Spectra for Earth Representation and Analysis
- Earth Embeddings Reveal Diverse Urban Signals from Space
- Slum Detection and Density Mapping with AlphaEarth Foundations: A Representation Learning Evaluation Across 12 Global Cities
- Beyond AlphaEarth: Toward Human-Centered Geospatial Foundation Models via POI-Guided Contrastive Learning
- CITYREP: A Unified Benchmark for Urban Representations Across Cities, Tasks, and Modalities
- PANGAEA: A Global and Inclusive Benchmark for Geospatial Foundation Models
- Characterizing AlphaEarth Embedding Geometry for Agentic Environmental Reasoning
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