Case Study 3: NOAA post-hurricane reconnaissance aerial imagery
This is Emergency Response Imagery collected by the National Geodetic Survey Remote Sensing Division of the US National Oceanographic and Atmospheric Administration (NOAA; https://storms.ngs.noaa.gov). Such imagery helps coastal scientists study impacts of hurricanes and other storms on coastal communities, landforms and ecosystems (see, for example, Goldstein et al. 2020 and Lazarus et al. 2021). The imagery depicts a mixture of open sandy coasts, marshes, and bay/estuarine environments, with various degrees of development. The classes we use below are water (blue), sand (red), marsh (yellow), and development (green).
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Example 1Image and standardized image
Extracted features
Doodles
CRF TTA
Looks bad:
What went wrong?
RF spatial filter better
RF label image better
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Example 2Image and standardized image
Extracted features
Doodles
CRF TTA
CRF spatial filter:
Looks ok:
RF label image worse