Mastering remote sensing image segmentation with AI: A hands-on workshop with the Segment Anything Model

  • * Register (or log in) to the Neural Network to add this session to your agenda or watch the replay

  • Date
    5 February 2025
    Timeframe
    15:00 - 16:30
    Duration
    90 minutes
    Share this session

    Built upon Meta’s Segment Anything Model (SAM), the SAMGeo Python package brings advanced segmentation capabilities to geospatial data. This hands-on workshop is tailored for geospatial enthusiasts, researchers, and professionals eager to unlock the potential of GeoAI in their projects.

    Participants will explore how to leverage SAMGeo for accurate and efficient image segmentation of satellite and aerial imagery. The workshop includes step-by-step demonstrations and practical exercises covering:

    • Introduction to SAM and SAMGeo: Learn the architecture and functionality of SAM and its transformative applications in geospatial analysis.
    • Data Preparation: Prepare geospatial datasets with multi-spectral channels for segmentation tasks.
    • Hands-On with SAMGeo: Leverage SAMGeo to segment geospatial features (e.g., buildings, trees, water bodies) using prompts such as point coordinates, bounding boxes, and text.
    • Postprocessing Techniques: Calculate geometric properties of segmented features, filter results, and extract meaningful insights.
    • Data Visualization: Visualize object masks and segmented features in standard geospatial formats for analysis and reporting.

    By the end of the workshop, participants will gain practical experience applying SAMGeo to real-world geospatial challenges and leave equipped with new tools to elevate their geospatial data workflows.

    Target Audience:

    • This workshop is ideal for geospatial data scientists, remote sensing analysts, researchers, and anyone interested in applying AI to geospatial data.

    Prerequisites:

    • A Google Colab account
    • Basic understanding of Python programming and geospatial data concepts is recommended
  • Share this session
    Discover more from programme stream
    Modeling population dynamics with AI: A hands-on workshop with the...

    Modeling population dynamics with AI: A hands-on workshop with the...

    18 February 2025 - 15:00 to 16:30

    Workshop: Earth observation foundation models with Prithvi-EO-2.0 and TerraTorch

    Workshop: Earth observation foundation models with Prithvi-EO-2.0 and TerraTorch

    19 March 2025 - 15:00 to 17:00