2011 Third National Conference on Computer Vision, Pattern Recognition, Image Processing and Graphics Bag of visual words: A soft clustering based exposition
In: http://cvit.iiit.ac.in/papers/Vinay2011Bag.pdf
Online
academicJournal
Zugriff:
—In this paper, we explain the bag of words representation from a soft computing perspective. The traditional Bag of word representation describes an image as a bag of discrete visual codewords. Where histogram of the number of occurrences of these codewords is used for image classification tasks. The drawback of the approach is that every visual feature in an image is assigned to single codeword, which leads to the loss of information regarding the other relevant codewords that can represent the same feature. In this paper, we show how fuzzy and possibilistic codeword assignment improves the classification performance on Scene-15-dataset.
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2011 Third National Conference on Computer Vision, Pattern Recognition, Image Processing and Graphics Bag of visual words: A soft clustering based exposition
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Autor/in / Beteiligte Person: | Garg, Vinay ; Vempati, Sreekanth ; Jawahar, C. V. ; The Pennsylvania State University CiteSeerX Archives |
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Zeitschrift: | http://cvit.iiit.ac.in/papers/Vinay2011Bag.pdf |
Medientyp: | academicJournal |
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