A survey of prostate segmentation methodologies in ultrasound, magnetic resonance and computed tomography images

No abstract is available for this paper.

• Publication year

  2012

• Venue

  Comput. Methods Programs Biomed.

• Publication date

  2012-10-01

• Fields of study

  Medicine, Computer Science, Engineering

• Identifiers
  DOI 10.1016/j.cmpb.2012.04.006PMID 22739209
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar, PubMed

• No claims are published for this paper.

• No concepts are published for this paper.

• Particle Filtering

  2012cited by this paper
• A Learning Based Hierarchical Framework for Automatic Prostate Localization in CT Images

  2011influential reference
• Facilitating 3D Spectroscopic Imaging through Automatic Prostate Localization in MR Images Using Random Walker Segmentation Initialized via Boosted Classifiers

  2011cited by this paper
• Fast Automatic Multi-atlas Segmentation of the Prostate from 3D MR Images

  2011cited by this paper
• A magnetic resonance spectroscopy driven initialization scheme for active shape model based prostate segmentation

  2011influential reference
• Robust automatic segmentation of multiple implanted cylindrical gold fiducial markers in cone-beam CT projections.

  2011cited by this paper
• A new 3D automatic segmentation framework for accurate segmentation of prostate from DCE-MRI

  2011cited by this paper
• Accurate prostate volume estimation using multifeature active shape models on T2-weighted MRI.

  2011cited by this paper
• A review of atlas-based segmentation for magnetic resonance brain images

  2011cited by this paper
• Statistical shape and texture model of quadrature phase information for prostate segmentation

  2011influential reference
• Semi-automatic segmentation for prostate interventions

  2011influential reference
• Evaluation of multi-atlas-based segmentation of CT scans in prostate cancer radiotherapy

  2011cited by this paper
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  2011cited by this paper
• Pre- and post-natal exposure of children to EMF generated by domestic induction cookers

  2011cited by this paper
• Learning Image Context for Segmentation of Prostate in CT-Guided Radiotherapy

  2011cited by this paper
• Multiple Mean Models of Statistical Shape and Probability Priors for Automatic Prostate Segmentation

  2011cited by this paper
• Segmenting the prostate and rectum in CT imagery using anatomical constraints

  2011cited by this paper
• An integrated approach to segmentation and nonrigid registration for application in image-guided pelvic radiotherapy

  2011influential reference
• Empirical evaluation of bias field correction algorithms for computer-aided detection of prostate cancer on T2w MRI

  2011cited by this paper
• Automated segmentation of the prostate in 3D MR images using a probabilistic atlas and a spatially constrained deformable model.

  2010influential reference
• Graph Search with Appearance and Shape Information for 3-D Prostate and Bladder Segmentation

  2010cited by this paper
• Segmenting CT prostate images using population and patient-specific statistics for radiotherapy

  2010cited by this paper
• Supervised and unsupervised methods for prostate cancer segmentation with multispectral MRI.

  2010cited by this paper
• Novel Stochastic Framework for Accurate Segmentation of Prostate in Dynamic Contrast Enhanced MRI

  2010cited by this paper
• Boundary Delineation in Prostate Imaging Using Active Contour Segmentation Method with Interactively Defined Object Regions

  2010cited by this paper
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  2010cited by this paper
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• Discrete Deformable Model Guided by Partial Active Shape Model for TRUS Image Segmentation

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  2010influential reference
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  2010cited by this paper
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  2009influential reference
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  2009cited by this paper
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  2009cited by this paper
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  2009cited by this paper
• Prostate contouring in MRI guided biopsy

  2009influential reference
• Level set segmentation with both shape and intensity priors

  2009influential reference
• Handbook of medical image processing and analysis

  2009cited by this paper
• Combining a deformable model and a probabilistic framework for an automatic 3D segmentation of prostate on MRI

  2009influential reference
• Automatic atlas-based segmentation of the prostate : A MICCAI 2009 Prostate Segmentation Challenge entry

  2009cited by this paper
• Prostate Cancer Segmentation With Simultaneous Estimation of Markov Random Field Parameters and Class

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• Automatic initialization of an active shape model of the prostate

  2008influential reference
• Real-time MRI-TRUS fusion for guidance of targeted prostate biopsies

  2008cited by this paper
• Semi-automated segmentation of the prostate gland boundary in ultrasound images using a machine learning approach

  2008influential reference
• Automatic segmentation of the prostate in 3D MR images by atlas matching using localized mutual information.

  2008cited by this paper
• Prostate Segmentation from 2-D Ultrasound Images Using Graph Cuts and Domain Knowledge

  2008cited by this paper
• Prostate segmentation on pelvic CT images using a genetic algorithm

  2008cited by this paper
• IEEE Signal Processing Magazine

  2008cited by this paper
• Prostate segmentation in echographic images: A variational approach using deformable super-ellipse and rayleigh distribution

  2008cited by this paper
• Semi automatic MRI prostate segmentation based on wavelet multiscale products

  2008cited by this paper
• Computer-assisted diagnosis of prostate cancer using DCE-MRI data: design, implementation and preliminary results

  2008cited by this paper
• Atlas-based prostate segmentation using an hybrid registration

  2008influential reference
• Simultaneous detection of multiple elastic surfaces with application to tumor segmentation in CT images

  2008cited by this paper
• SUBMITTED TO IEEE TRANSACTIONS ON IMAGE PROCESSING Active contours without edges

  2007cited by this paper
• An Energy-Based Segmentation of Prostate from Ultrasouind Images using Dot-Pattern Select Cells

  2007cited by this paper
• Automatic Segmentation of Bladder and Prostate Using Coupled 3D Deformable Models

  2007influential reference
• Feature-Based Classification of Prostate Ultrasound Images using Multiwavelet and Kernel Support Vector Machines

  2007cited by this paper
• A hybrid ASM approach for sparse volumetric data segmentation

  2007influential reference
• A Medical Texture Local Binary Pattern For TRUS Prostate Segmentation

  2007cited by this paper
• Differential segmentation of the prostate in MR images using combined 3D shape modelling and voxel classification

  2006cited by this paper
• Random Walks for Image Segmentation

  2006cited by this paper
• Ultrasound image segmentation: a survey

  2006cited by this paper
• Graph Cuts in Vision and Graphics: Theories and Applications

  2006cited by this paper
• 3D Prostate Boundary Segmentation From Ultrasound Images Using 2D Active Shape Models

  2006influential reference
• An Elliptical Level Set Method for Automatic TRUS Prostate Image Segmentation

  2006cited by this paper
• Deformable segmentation of 3-D ultrasound prostate images using statistical texture matching method

  2006influential reference
• [Imaging of the prostate].

  2006cited by this paper
• Computer technology in detection and staging of prostate carcinoma: A review

  2006cited by this paper
• Prostate Segmentation in 2D Ultrasound Images Using Image Warping and Ellipse Fitting

  2006influential reference
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  2006cited by this paper
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  2006cited by this paper
• Segmentation of Prostate from 3-D Ultrasound Volumes Using Shape and Intensity Priors in Level Set Framework

  2006cited by this paper
• Prostate boundary segmentation from ultrasound images using 2D active shape models: Optimisation and extension to 3D

  2006cited by this paper
• Biomedical Image Analysis: Tracking

  2006cited by this paper
• Segmentation of prostate boundaries using regional contrast enhancement

  2005influential reference
• Segmentation of abdominal ultrasound images of the prostate using a priori information and an adapted noise filter.

  2005cited by this paper
• Constrained Surface Evolutions for Prostate and Bladder Segmentation in CT Images

  2005influential reference
• Prostate ultrasound image segmentation using level set-based region flow with shape guidance

  2005cited by this paper
• A 2-D Active Appearance Model For Prostate Segmentation in Ultrasound Images

  2005cited by this paper
• Automatic Segmentation of the Prostate from Ultrasound Data Using Feature-Based Self Organizing Map

  2005influential reference
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  2005cited by this paper
• Handbook of Mathematical Models in Computer Vision

  2005cited by this paper
• Model-based segmentation of medical imagery by matching distributions

  2005influential reference
• Automatic Segmentation of Intra-treatment CT Images for Adaptive Radiation Therapy of the Prostate

  2005influential reference
• Increasing Efficiency of SVM by Adaptively Penalizing Outliers

  2005cited by this paper
• Geometric-model-based segmentation of the prostate and surrounding structures for image-guided radiotherapy

  2004cited by this paper
• An Efficient Method for Deformable Segmentation of 3D US Prostate Images

  2004cited by this paper
• Parametric shape modeling using deformable superellipses for prostate segmentation

  2004influential reference
• Segmentation of prostate contours from ultrasound images

  2004influential reference
• Segmentation of prostate ultrasound images using an improved snakes model

  2004cited by this paper
• Snakes: Active contour models

  2004cited by this paper
• Semi-automatic Segmentation of the Prostate

  2003cited by this paper
• Medical Image Computing and Computer-Assisted Intervention - MICCAI 2003

  2003cited by this paper
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  2003cited by this paper
• A shape-based approach to the segmentation of medical imagery using level sets

  2003cited by this paper
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  2003cited by this paper
• Super-resolution image reconstruction

  2003cited by this paper
• Prostate Boundary Detection From Ultrasonographic Images

  2003cited by this paper

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