Definition
Extraction of features from remotely sensed imagery is an important problem in many application domains. Current technologies for feature extraction for urban scenes rely on physical attributes as the basis for classification. Roads, railroads, rivers, buildings, center pivots, lakes, reservoirs, airports, and canals are typical examples of such features. Although this approach yields important information from imagery, low-level techniques to information extraction, classification and management limit both the analysis model and the quality and quantity of information extracted from the image. They do not yield to a higher-level analysis, which allows for a true understanding of the role that individual and groups of features play in processes akin to human cognition. The reason for their failure is the gap between the representation used for features and the models used...
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References
Anderson JR, Hardy EE, Roach JT, Witmer RE (1976) A land use and land cover classification system for use with remote sensor data. USGS Professional Paper 964l
Barzoharand M, Cooper DB (1996) Automatic finding of main roads in aerial images by using geometric stochastic models and estimation. IEEE Trans Pattern Anal Mach Intell 18(7):707–721
Fonseca F, Egenhofer M (1999) OntologyDriven geographic information systems. In: 7th ACM symposium on advances in geographic information systems, Kansas City, pp 14–19
Garry S (1988) Ohio land use land cover classification system. Remote sensing program miscellaneous report no. 17, 5th edn
Gruen A, Li H (1997) Semiautomatic linear feature extraction by dynamic programming and LSB-snake. Photogramm Eng Remote Sens 63(8):985–995
Huertas A, Lin C, Nevatia R (1993) Detection of building form monocular view of aerial scenes using perceptual grouping and shadows. In: Proceeding DARPA image understanding workshop, Washington, DC, pp 253–260
Li Z, Yan H, Ai T, Chen J (2004) Automated building generalization based on urban morphology and Gestalt theory. Int J Geogr Inf Sci 18(5):513–534
Lin C, Nevatia R (1996) Building detection and description from monocular aerial images. In: Proceeding DARPA image understanding workshop, Palm Springs, pp 461–468
McKeown DM, Pane JF (1985) Alignment and connection of fragmented linear feature in aerial imagery. In: Proceedings of 1985 IEEE conference on computer vision and pattern recognition, San Francisco, pp 55–61
Wang J, Zhang Q (2000) Applicability of a gradient profile algorithm for road network extraction – sensor resolution and background consideration. Can J Remote Sens 26(5):428–439
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Samal, A., Seth, S. (2017). Feature Extraction, Abstract. In: Shekhar, S., Xiong, H., Zhou, X. (eds) Encyclopedia of GIS. Springer, Cham. https://doi.org/10.1007/978-3-319-17885-1_408
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DOI: https://doi.org/10.1007/978-3-319-17885-1_408
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