Object-based high-resolution land-cover mapping: Operational considerations

Jarlath O'Neil-Dunne, Keith Pelletier, Sean MacFaden, Austin Troy, J. Morgan Grove

Research output: Chapter in Book/Report/Conference proceedingConference contribution

6 Scopus citations

Abstract

There has been a marked increase in availability of high-resolution remotely-sensed datasets over the past eight years. The ability to efficiently extract accurate and meaningful land-cover information from these datasets is crucial if the full potential of these datasets is to be harnessed. Land-cover datasets, particularly high-resolution ones, must be statistically accurate and depict a realistic representation of the landscape if they are to be used by decision makers and trusted by the general public. Furthermore, if such datasets are to be accessible and relevant, mechanisms must exist that facilitate cost-effective and timely production. Object-based image analysis (OBIA) techniques offer the greatest potential for generating accurate and meaningful land-cover datasets in an efficient manner. They overcome the limitations of traditional pixel-based classification methods by incorporating not only spectral data but also spatial and contextual information, and they offer substantial efficiency gains compared to manual interpretation. Drawing on our experience in applying OBIA techniques to high-resolution data, we believe any automated approach to land-cover mapping must: 1) effectively replicate the human image analyst; 2) incorporate datasets from multiple sources; and 3) be capable of processing large datasets. To meet this functionality, an operational OBIA system should: 1) employ expert systems; 2) support vector and raster datasets; and 3) leverage enterprise computing architecture.

Original languageEnglish (US)
Title of host publication2009 17th International Conference on Geoinformatics, Geoinformatics 2009
DOIs
StatePublished - Dec 1 2009
Event2009 17th International Conference on Geoinformatics, Geoinformatics 2009 - Fairfax, VA, United States
Duration: Aug 12 2009Aug 14 2009

Publication series

Name2009 17th International Conference on Geoinformatics, Geoinformatics 2009

Other

Other2009 17th International Conference on Geoinformatics, Geoinformatics 2009
CountryUnited States
CityFairfax, VA
Period8/12/098/14/09

Keywords

  • High resolution
  • Imagery
  • Land cover
  • OBIA
  • Remote sensing

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    O'Neil-Dunne, J., Pelletier, K., MacFaden, S., Troy, A., & Grove, J. M. (2009). Object-based high-resolution land-cover mapping: Operational considerations. In 2009 17th International Conference on Geoinformatics, Geoinformatics 2009 [5293435] (2009 17th International Conference on Geoinformatics, Geoinformatics 2009). https://doi.org/10.1109/GEOINFORMATICS.2009.5293435