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Adaptive Discriminant Wavelet Packet Transform and Local Binary Patterns for Meningioma Subtype Classification
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Qureshi, Hammad, Sertel, Olcay, Rajpoot, Nasir M. (Nasir Mahmood), Wilson, Roland and Gurcan, Metin (2008) Adaptive Discriminant Wavelet Packet Transform and Local Binary Patterns for Meningioma Subtype Classification. In: 11th International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI2008), New York, NY, Sep 06-10, 2008. Published in: Lecture Notes in Computer Science, Vol.5242 pp. 196-204.
Full text not available from this repository.Abstract
The inherent complexity and non-homogeneity of texture makes classification in medical image analysis a challenging task. In this paper, we propose a combined approach for meningioma subtype classification using subband texture (macro) features and micro-texture features. These are captured using the Adaptive Wavelet Packet Transform (ADWPT) and Local Binary Patterns (LBPs), respectively. These two different textural features are combined together and used for classification. The effect, of various dimensionality reduction techniques on classification performance is also investigated. We show that high classification accuracies can be achieved using ADWPT. Although LBP features do not provide higher overall classification accuracies than ADWPT, it manages to provide higher accuracy for a meningioma subtype that is difficult to classify otherwise.
| Item Type: | Conference Item (UNSPECIFIED) |
|---|---|
| Subjects: | Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software |
| Divisions: | Faculty of Science > Computer Science |
| Series Name: | LECTURE NOTES IN COMPUTER SCIENCE |
| Journal or Publication Title: | Lecture Notes in Computer Science |
| Publisher: | Springer |
| ISBN: | 978-3-540-85989-5 |
| ISSN: | 0302-9743 |
| Editor: | Metaxas, D and Axel, L and Fichtinger, G and Szekely, G |
| Date: | 2008 |
| Volume: | Vol.5242 |
| Number of Pages: | 9 |
| Page Range: | pp. 196-204 |
| Identification Number: | 10.1007/978-3-540-85990-1-24 |
| Status: | Peer Reviewed |
| Publication Status: | Published |
| Access rights to Published version: | Restricted or Subscription Access |
| Title of Event: | 11th International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI2008) |
| Type of Event: | Conference |
| Location of Event: | New York, NY |
| Date(s) of Event: | Sep 06-10, 2008 |
| Related URLs: | |
| URI: | http://wrap.warwick.ac.uk/id/eprint/28933 |
Data sourced from Thomson Reuters' Web of Knowledge
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