Case study

Automated Coastal Structure Detection with SAM

IoU > 0.85 across 12 segments

AI/MLGIS & Remote SensingJun–Jul 2024Kishore N

The problem

Manual digitization of coastal structures is time-consuming when working across high-resolution satellite imagery.

Our approach

We used prompt engineering with SAM to automate detection from 0.5 m imagery and tested the pipeline across 12 segments.

  1. Prepare 0.5 m satellite imagery.
  2. Design prompts for the Segment Anything Model.
  3. Run the detection pipeline across 12 segments.
  4. Compare detections against the target structures.

Technology

SAMPrompt engineeringSatellite imagery

Results

  • IoU above 0.85 across 12 segments.
  • About 60% less manual digitization effort.

What this means for your project

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