Reference TypeConference Proceedings
Citation KeyBrandoliElePauMinESB:2010:ViDaEx
Author1 Brandoli, Bruno
2 Eler, Danilo Medeiros
3 Paulovich, Fernando
4 Minghim, Rosane
5 ESB Neto, João do
Affiliation1 ICMC - University of São Paulo
2 ICMC - University of São Paulo
3 ICMC - University of São Paulo
4 ICMC - University of São Paulo
5 ICMC - University of São Paulo
TitleVisual Data Exploration to Feature Space Definition
Conference NameConference on Graphics, Patterns and Images, 23 (SIBGRAPI)
EditorBellon, Olga
Esperança, Claudio
Book TitleProceedings
DateAug. 30 - Sep. 3, 2010
Publisher CityLos Alamitos
PublisherIEEE Computer Society
Conference LocationGramado
Keywordsisual Feature Space Analysis, Feature Space Visualization, Feature Space Evaluation, Visual Exploration.
AbstractABSTRACT: Many image-related applications rely on the fact that the dataset under investigation is correctly represented through features. However, defining a set of features that properly represents a dataset is still a challenging and, in most cases, an exhausting task. Most of the available techniques, especially when a large number of features is considered, are based on purely quantitative statistical measures or approaches based on artificial intelligence, and normally are "black-boxes" to the user. The approach proposed here seeks to open this "black-box" by means of visual representations, enabling users to get insight about the meaning and representativeness of the features computed from different feature extraction algorithms and sets of parameters. The results show that, as the combination of sets of features and changes in parameters improves the quality of the visual representation, the accuracy of the classification using the defined set of features also improves. The results strongly suggest that our approach can be successfully employed as a guidance to defining and understanding a set of features that properly represents an image dataset.
Tertiary TypeFull Paper
FormatPrinted, On-line.
Size3942 KiB
Number of Files1
Target File70614_2.pdf
Last Update2010: brunobrandoli
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History2010-10-01 04:19:37 :: brunobrandoli -> :: 2010
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