Visual analysis of image collections
Contribuinte(s) |
UNIVERSIDADE DE SÃO PAULO |
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Data(s) |
20/10/2012
20/10/2012
2009
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Resumo |
Multidimensional Visualization techniques are invaluable tools for analysis of structured and unstructured data with variable dimensionality. This paper introduces PEx-Image-Projection Explorer for Images-a tool aimed at supporting analysis of image collections. The tool supports a methodology that employs interactive visualizations to aid user-driven feature detection and classification tasks, thus offering improved analysis and exploration capabilities. The visual mappings employ similarity-based multidimensional projections and point placement to layout the data on a plane for visual exploration. In addition to its application to image databases, we also illustrate how the proposed approach can be successfully employed in simultaneous analysis of different data types, such as text and images, offering a common visual representation for data expressed in different modalities. |
Identificador |
VISUAL COMPUTER, v.25, n.10, p.923-937, 2009 0178-2789 http://producao.usp.br/handle/BDPI/28771 10.1007/s00371-009-0368-7 |
Idioma(s) |
eng |
Publicador |
SPRINGER |
Relação |
Visual Computer |
Direitos |
restrictedAccess Copyright SPRINGER |
Palavras-Chave | #Visual data mining #Image analysis #Biomedical imaging and visualization #NONLINEAR DIMENSIONALITY REDUCTION #DOCUMENT COLLECTIONS #VISUALIZATION #PROJECTION #CLASSIFICATION #FRAMEWORK #DISTANCE #TOOL #Computer Science, Software Engineering |
Tipo |
article original article publishedVersion |