IEEE Transactions on Pattern Analysis and Machine Intelligence · 1996 · 1.6K citations · 18 references
ComputingComputer ScienceComputer VisionFeature EngineeringInformation RetrievalDimensionality ReductionFeature DetectionFeature SelectionImage ClassificationImage RetrievalPrincipal Component AnalysisCross-view Image RetrievalInstance RetrievalLinear Discriminant AnalysisScene RetrievalVisual Feature Extraction
This paper describes the automatic selection of features from an image training set using the theories of multidimensional discriminant analysis and the associated optimal linear projection. We demonstrate the effectiveness of these most discriminating features for view-based class retrieval from a large database of widely varying real-world objects presented as "well-framed" views, and compare it with that of the principal component analysis.
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Nearest neighbor pattern classification
Thomas M. Cover, Peter E. Hart · IEEE Transactions on Information Theory · 1967 · 16.1K citations
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