Literature DB >> 15584529

Prostate segmentation algorithm using dyadic wavelet transform and discrete dynamic contour.

Bernard Chiu1, George H Freeman, M M A Salama, Aaron Fenster.   

Abstract

Knowing the location and the volume of the prostate is important for ultrasound-guided prostate brachytherapy, a commonly used prostate cancer treatment method. The prostate boundary must be segmented before a dose plan can be obtained. However, manual segmentation is arduous and time consuming. This paper introduces a semi-automatic segmentation algorithm based on the dyadic wavelet transform (DWT) and the discrete dynamic contour (DDC). A spline interpolation method is used to determine the initial contour based on four user-defined initial points. The DDC model then refines the initial contour based on the approximate coefficients and the wavelet coefficients generated using the DWT. The DDC model is executed under two settings. The coefficients used in these two settings are derived using smoothing functions with different sizes. A selection rule is used to choose the best contour based on the contours produced in these two settings. The accuracy of the final contour produced by the proposed algorithm is evaluated by comparing it with the manual contour outlined by an expert observer. A total of 114 2D TRUS images taken for six different patients scheduled for brachytherapy were segmented using the proposed algorithm. The average difference between the contour segmented using the proposed algorithm and the manually outlined contour is less than 3 pixels.

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Year:  2004        PMID: 15584529     DOI: 10.1088/0031-9155/49/21/007

Source DB:  PubMed          Journal:  Phys Med Biol        ISSN: 0031-9155            Impact factor:   3.609


  13 in total

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2.  3D ultrasound image segmentation using wavelet support vector machines.

Authors:  Hamed Akbari; Baowei Fei
Journal:  Med Phys       Date:  2012-06       Impact factor: 4.071

3.  ΤND: a thyroid nodule detection system for analysis of ultrasound images and videos.

Authors:  Eystratios G Keramidas; Dimitris Maroulis; Dimitris K Iakovidis
Journal:  J Med Syst       Date:  2010-09-14       Impact factor: 4.460

4.  An automated neural-fuzzy approach to malignant tumor localization in 2D ultrasonic images of the prostate.

Authors:  Samar Samir Mohamed; J M Li; M M A Salama; G H Freeman; H R Tizhoosh; A Fenster; K Rizkalla
Journal:  J Digit Imaging       Date:  2011-06       Impact factor: 4.056

5.  Prostate segmentation in HIFU therapy.

Authors:  Carole Garnier; Jean-Jacques Bellanger; Ke Wu; Huazhong Shu; Nathalie Costet; Romain Mathieu; Renaud de Crevoisier; Jean-Louis Coatrieux
Journal:  IEEE Trans Med Imaging       Date:  2010-11-29       Impact factor: 10.048

6.  A magnetic resonance spectroscopy driven initialization scheme for active shape model based prostate segmentation.

Authors:  Robert Toth; Pallavi Tiwari; Mark Rosen; Galen Reed; John Kurhanewicz; Arjun Kalyanpur; Sona Pungavkar; Anant Madabhushi
Journal:  Med Image Anal       Date:  2010-10-28       Impact factor: 8.545

7.  3D Prostate Segmentation of Ultrasound Images Combining Longitudinal Image Registration and Machine Learning.

Authors:  Xiaofeng Yang; Baowei Fei
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2012-02-23

8.  Prostate tissue texture feature extraction for suspicious regions identification on TRUS images.

Authors:  S S Mohamed; J Li; M M A Salama; G Freeman
Journal:  J Digit Imaging       Date:  2008-05-13       Impact factor: 4.056

9.  Segmentation of prostate from ultrasound images using level sets on active band and intensity variation across edges.

Authors:  Xu Li; Chunming Li; Andriy Fedorov; Tina Kapur; Xiaoping Yang
Journal:  Med Phys       Date:  2016-06       Impact factor: 4.071

10.  A Molecular Image-directed, 3D Ultrasound-guided Biopsy System for the Prostate.

Authors:  Baowei Fei; David M Schuster; Viraj Master; Hamed Akbari; Aaron Fenster; Peter Nieh
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2012-02-16
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