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Earth AI Remote Sensing Models

This is not an officially supported Google product.

This project is not eligible for the Google Open Source Software Vulnerability Rewards Program.

Visit the Earth AI website and check the technical report for additional information about Earth AI and the different model families.

Research Papers

  • A Recipe for Improving Remote Sensing VLM Zero Shot Generalization (abstract, pdf)
  • On-the-Fly OVD Adaptation with FLAME: Few-shot Localization via Active Marginal-Samples Exploration (abstract, pdf)
  • Zero-Shot Multi-Spectral Learning: Reimagining a Generalist Multimodal Gemini 2.5 Model for Remote Sensing Applications (abstract, pdf, blog, colab)
  • Enhancing Remote Sensing Representations Through Mixed-Modality Masked Autoencoding (abstract, pdf)

Remote Sensing Models on Vertex AI Model Garden

Vertex AI Model Garden hosts the Classification and Retrieval Model for Remote Sensing (the MaMMUT embeddings model) and the Object Detection for Remote Sensing (based on the OWL-ViT architecture). Deployment instructions will be provided when access is granted.

Additional useful notebooks:

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