Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE · 1996 · 781 citations · 12 references
ComputingComputer ScienceComputer VisionDigital ImagingInformation RetrievalFeature DescriptionFeature DetectionImage AnalysisImage Data ManagementImage ProcessingImage RetrievalContent-based Image RetrievalImage Feature RepresentationLarge-scale Image RetrievalSalient Feature ExtractionSalient Region DetectionSemantic Image RetrievalStatic ImagesVisual Feature Extraction
Until recently, the management of large image databases has relied exclusively on manually entered alphanumeric annotations. Systems are beginning to emerge in both the research and commercial sectors based on 'content-based' image retrieval, a technique which explicitly manages image assets by directly representing their visual attributes. The Virage image search engine provides an open framework for building such systems. The Virage engine expresses visual features as image 'primitives.' Primitives can be very general (such as color, shape, or texture) or quite domain specific (face recognition, cancer cell detection, etc.). The basic philosophy underlying this architecture is a transformation from the data-rich representation of explicit image pixels to a compact, semantic-rich representation of visually salient characteristics. In practice, the design of such primitives is non-trivial, and is driven by a number of conflicting real-world constraints (e.g. computation time vs. accuracy). The virage engine provides an open framework for developers to 'plug-in' primitives to solve specific image management problems. The architecture has been designed to support both static images and video in a unified paradigm. The infrastructure provided by the Virage engine can be utilized to address high-level problems as well, such as automatic, unsupervised keyword assignment, or image classification.
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Matthew Turk, Alex Pentland · Journal of Cognitive Neuroscience · 1991 · 13.8K citations · Full text
Similar-shape retrieval in shape data management
R. Mehrotra, James E. Gary · Computer · 1995 · 301 citations
Rosalind W. Picard, Thomas P. Minka · Multimedia Systems · 1995 · 253 citations