Residential College | false |
Status | 已發表Published |
Join Gabor and scattering transform for urine sediment particle texture analysis | |
Chunli Li; Yuan Yan Tang; Huiwu Luo; Xianwei Zheng | |
2015 | |
Conference Name | 2015 IEEE 2nd International Conference on Cybernetics (CYBCONF) |
Source Publication | Proceedings - 2015 IEEE 2nd International Conference on Cybernetics, CYBCONF 2015 |
Pages | 410-415 |
Conference Date | 24-26 June 2015 |
Conference Place | Gdynia, Poland |
Country | Poland |
Publisher | IEEE |
Abstract | There are many kinds of corporeal ingredients in urinary sediment which must be identified to confirm the diagnosis of an abnormality. In this paper, we refine a method which integrates both Gabor filter and scattering transform for texture analysis in urinary sediment images. The proposed scheme is based on the conventional Gabor filter and the recently developed scattering transform. The Gabor filter bank has the ability to capture the filtering responses according to the scale and orientation of texture. Besides, the scattering transformation provides a distinctive property of robust description, which is invariant to rotations and stable to spatial deformation. The excellent representation of Gabor filter and scattering transform has been severally studied in recent work, yet they have not been used in urinary sediment images. In this work, we propose to use both Gabor filter and scattering transformation to extract the texture feature of urinary sediment images. Coupling with an efficient support vector machine (SVM) classifier, the proposed scheme tends to shown superiority as compared to other single descriptive alternatives in real urinary sediment experiments. |
Keyword | 2d Gabor Wavelet Scattering Transform Texture Extraction Urinary Sediment Particle |
DOI | 10.1109/CYBConf.2015.7175969 |
URL | View the original |
Indexed By | SCIE |
Language | 英語English |
WOS Research Area | Computer Science |
WOS Subject | Computer Science, Cybernetics |
WOS ID | WOS:000373207200072 |
Scopus ID | 2-s2.0-84947935503 |
Fulltext Access | |
Citation statistics | |
Document Type | Conference paper |
Collection | University of Macau |
Affiliation | Department of Computer and Information Science Faculty of Science and Technology University of Macau 999078, Macau, China |
First Author Affilication | Faculty of Science and Technology |
Recommended Citation GB/T 7714 | Chunli Li,Yuan Yan Tang,Huiwu Luo,et al. Join Gabor and scattering transform for urine sediment particle texture analysis[C]:IEEE, 2015, 410-415. |
APA | Chunli Li., Yuan Yan Tang., Huiwu Luo., & Xianwei Zheng (2015). Join Gabor and scattering transform for urine sediment particle texture analysis. Proceedings - 2015 IEEE 2nd International Conference on Cybernetics, CYBCONF 2015, 410-415. |
Files in This Item: | There are no files associated with this item. |
Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.
Edit Comment