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AI Applications · Environmental and Water Monitoring

Aquatic Vegetation Cover Change

Aquatic vegetation change is best read as an area-and-pattern product. Species-level identification from aerial imagery alone is not reliable and should not be promised.

7 of 10Method note

Overview

  • Classify into floating, emergent and submerged categories rather than attempting species identification.
  • Submerged vegetation is generally not visible from the air; do not report its absence as a finding.
  • The peak-growth season defines the reference epoch; comparing across seasons measures phenology, not change.
  • Ground truthing a sample of each class is what makes the classification defensible.

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