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Marine Biology Commons

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Marine & Environmental Sciences Faculty Articles

2015

Discrete choice model

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Full-Text Articles in Marine Biology

Semi-Automated Object-Based Classification Of Coral Reef Habitat Using Discrete Choice Models, Steven Saul, Samuel J. Purkis Dec 2015

Semi-Automated Object-Based Classification Of Coral Reef Habitat Using Discrete Choice Models, Steven Saul, Samuel J. Purkis

Marine & Environmental Sciences Faculty Articles

As for terrestrial remote sensing, pixel-based classifiers have traditionally been used to map coral reef habitats. For pixel-based classifiers, habitat assignment is based on the spectral or textural properties of each individual pixel in the scene. More recently, however, object-based classifications, those based on information from a set of contiguous pixels with similar properties, have found favor with the reef mapping community and are starting to be extensively deployed. Object-based classifiers have an advantage over pixel-based in that they are less compromised by the inevitable inhomogeneity in per-pixel spectral response caused, primarily, by variations in water depth. One aspect of …