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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Eler, D.M. Nakazaki, M.Y. Paulovich, F.V. Santos, D.P. Oliveira, M. Neto, J.E.S. Minghim, R. |
| Copyright Year | 2008 |
| Description | Author affiliation: Inst. de Cienc. Mat. e de Comput., Univ. de Sao Paulo, Sao Carlos (Eler, D.M.; Nakazaki, M.Y.; Paulovich, F.V.; Santos, D.P.; Oliveira, M.; Neto, J.E.S.; Minghim, R.) |
| Abstract | Multidimensional visualization techniques are invaluable tools for analysis of structured and unstructured data with variable dimensionality. This paper introduces a methodology and a software tool called PEx-Image - Projection Explorer for Image for analysis and exploration of image collections employing visualizations. The visual mappings proposed here are similarity-based multidimensional projections and point placements, which layout the data on a plane for visual exploration. The proposed approach supports various image analysis tasks such as feature selection and classification, improving data exploration capabilities. We also illustrate how it 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. |
| Starting Page | 289 |
| Ending Page | 296 |
| File Size | 1196471 |
| Page Count | 8 |
| File Format | |
| ISBN | 9780769533582 |
| ISSN | 15301834 |
| DOI | 10.1109/SIBGRAPI.2008.30 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2008-10-12 |
| Publisher Place | Brazil |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Feature extraction Visualization Training Data visualization Data mining Layout Image color analysis Visual Data Mining Biomedical Imaging and Visualization Image Analysis |
| Content Type | Text |
| Resource Type | Article |
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