An Empirical Comparison of Evidential Reasoning, Linear Discriminant Analysis, and Maximum Likelihood Algorithms for Alpine Land Cover Classification

作者: Derek R. Peddle

DOI: 10.1080/07038992.1993.10855148

关键词:

摘要: RESUMELa mise au point de nouvelles methodes d'analyse des donnees teledetection actuelles et futures est necessaire si l'on veut surmonter les limites que presentent classiques traitement classification images. Dans le present article, l'auteur fait l'evaluation d'un classificateur par raisonnement d'evidences [Evidential Reasoning] (MERCURY⊕) qui appel a la theorie evidences Dempster-Shafer offre une souplesse accrue ainsi qu 'une nouvelle fonctionnalite pour traiter ensembles presentant proprietes statistiques diverses, dimensions superieures, l'incertitude echelles mesures differentes, facteurs dejouent algorithmes maximum vraisemblance discriminante lineaire. Le fondement theorique du compare aux deux precitees. Suit ensuite comparaison empirique approfondie trois classificateurs, fondee sur serie tests pour...

参考文章(28)
D. R. Peddle, S. E. Franklin, Image texture processing and data integration for surface pattern discrimination Photogrammetric Engineering and Remote Sensing. ,vol. 57, pp. 413- 420 ,(1991)
L. D. Miller, C. H. Tom, An automated land-use mapping comparison of the Bayesian maximum likelihood and linear discriminant analysis algorithms Photogrammetric Engineering and Remote Sensing. ,vol. 50, pp. 193- 207 ,(1984)
John D. Lowrance, Martin A. Fischler, Thomas D. Garvey, An inference technique for integrating knowledge from disparate sources international joint conference on artificial intelligence. pp. 319- 325 ,(1981)
G.H. Rosenfield, K. Fitzpatrick-Lins, A coefficient of agreement as a measure of thematic classification accuracy. Photogrammetric Engineering and Remote Sensing. ,vol. 52, pp. 223- 227 ,(1986)
D. G. Barber, E. F. Ledrew, SAR sea ice discrimination using texture statistics : a multivariate approach Photogrammetric Engineering and Remote Sensing. ,vol. 57, pp. 385- 395 ,(1991)
Ellsworth F. Ledrew, Claude R. Duguay, Estimating Surface Reflectance and Albedo from Landsat-5 Thematic Mapper over Rugged Terrain Photogrammetric Engineering and Remote Sensing. ,vol. 58, pp. 551- 558 ,(1992)
Derek R. Peddle, Steven E. Franklin, GEDEMON: a FORTRAN-77 program for restoration and derivative processing of digital image data Computers & Geosciences. ,vol. 16, pp. 669- 696 ,(1990) , 10.1016/0098-3004(90)90026-P
Karl Staenz, A Decade of Imaging Spectrometry in Canada Canadian Journal of Remote Sensing. ,vol. 18, pp. 187- 197 ,(1992) , 10.1080/07038992.1992.10855324
STEVEN E. FRANKLIN, DEREK R. PEDDLE, Spectral texture for improved class discrimination in complex terrain International Journal of Remote Sensing. ,vol. 10, pp. 1437- 1443 ,(1989) , 10.1080/01431168908903979
Steven E. Franklin, Derek R. Peddle, Texture analysis of digital image data using spatial cooccurrence Computers & Geosciences. ,vol. 13, pp. 293- 311 ,(1987) , 10.1016/0098-3004(87)90047-1