Regularization of inverse visual problems involving discontinuities
IEEE Transactions on Pattern Analysis and Machine Intelligence
Constraints on deformable models: recovering 3D shape and nongrid motion
Artificial Intelligence
Principal Warps: Thin-Plate Splines and the Decomposition of Deformations
IEEE Transactions on Pattern Analysis and Machine Intelligence
Multiresolution elastic matching
Computer Vision, Graphics, and Image Processing
A new surface interpolation technique for reconstructing 3D objects from serial corss-sections
Computer Vision, Graphics, and Image Processing
Using Dynamic Programming for Solving Variational Problems in Vision
IEEE Transactions on Pattern Analysis and Machine Intelligence
ECCV 90 Proceedings of the first european conference on Computer vision
On active contour models and balloons
CVGIP: Image Understanding
Elastic matching of multimodality medical images
CVGIP: Graphical Models and Image Processing
CVGIP: Graphical Models and Image Processing
Dynamic 3D Models with Local and Global Deformations: Deformable Superquadrics
IEEE Transactions on Pattern Analysis and Machine Intelligence
Closed-Form Solutions for Physically Based Shape Modeling and Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Recovery of Nonrigid Motion and Structure
IEEE Transactions on Pattern Analysis and Machine Intelligence
Geometrically deformed models: a method for extracting closed geometric models form volume data
Proceedings of the 18th annual conference on Computer graphics and interactive techniques
Three-dimensional medical imaging: algorithms and computer systems
ACM Computing Surveys (CSUR)
Shape representation and image segmentation using deformable surfaces
Image and Vision Computing - Special issue: range image understanding
Bending and stretching models for LV wall motion analysis from curves and surfaces
Image and Vision Computing - Special issue: information processing in medical imaging 1991
Modular system for image analysis using a game-theoretic framework
Image and Vision Computing - Special issue: information processing in medical imaging 1991
Boundary Finding with Parametrically Deformable Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
Feature extraction from faces using deformable templates
International Journal of Computer Vision
Features extraction and analysis methods for sequences of ultrasound images
Image and Vision Computing - Special issue: 2nd European Conference on Computer Vision
Active vision
Using deformable surfaces to segment 3-D images and infer differential structures
CVGIP: Image Understanding
Multiresolution stochastic hybrid shape models with fractal priors
ACM Transactions on Graphics (TOG) - Special issue on interactive sculpting
Smoothing and matching of 3-D space curves
International Journal of Computer Vision
Curvature-based approach to point correspondence recovery in conformal nonrigid motion
CVGIP: Image Understanding
Shape Modeling with Front Propagation: A Level Set Approach
IEEE Transactions on Pattern Analysis and Machine Intelligence
Dynamic Programming for Detecting, Tracking, and Matching Deformable Contours
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Time-dependent three-dimensional intravascular ultrasound
SIGGRAPH '95 Proceedings of the 22nd annual conference on Computer graphics and interactive techniques
A parametric deformable model to fit unstructured 3D data
Computer Vision and Image Understanding
Shape and Nonrigid Motion Estimation Through Physics-Based Synthesis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Adaptive-Size Meshes for Rigid and Nonrigid Shape Analysis and Synthesis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Tracking Deformable Objects in the Plane Using an Active Contour Model
IEEE Transactions on Pattern Analysis and Machine Intelligence
Finite-Element Methods for Active Contour Models and Balloons for 2-D and 3-D Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
CVRMed '95 Proceedings of the First International Conference on Computer Vision, Virtual Reality and Robotics in Medicine
Deformable Templates for Feature Extraction from Medical Images
ECCV '90 Proceedings of the First European Conference on Computer Vision
Tracking Moving Contours Using Energy-Minimizing Elastic Contour Models
ECCV '92 Proceedings of the Second European Conference on Computer Vision
From Splines and Snakes to SNAKE SPLINES
Selected Papers from the Workshop on Geometric Reasoning for Perception and Action
Thin-Plate Splines and the Atlas Problem for Biomedical Images
IPMI '91 Proceedings of the 12th International Conference on Information Processing in Medical Imaging
Multi-Resolution Stochastic 3D Shape Models for Image Segmentation
IPMI '93 Proceedings of the 13th International Conference on Information Processing in Medical Imaging
Parameterized Feasible Boundaries in Gradient Vector Fields
IPMI '93 Proceedings of the 13th International Conference on Information Processing in Medical Imaging
Non-Rigid Motion Analysis in Medical Images: a Physically Based Approach
IPMI '93 Proceedings of the 13th International Conference on Information Processing in Medical Imaging
Superquadrics and Free-Form Deformations: A Global Model to Fit and Track 3D Medical Data
CVRMed '95 Proceedings of the First International Conference on Computer Vision, Virtual Reality and Robotics in Medicine
Shock-Based Reaction-Diffusion Bubbles for Image Segmentation
CVRMed '95 Proceedings of the First International Conference on Computer Vision, Virtual Reality and Robotics in Medicine
Automatic Retrieval of Anatomical Structures in 3D Medical Images
CVRMed '95 Proceedings of the First International Conference on Computer Vision, Virtual Reality and Robotics in Medicine
Anatomy-Based Registration for Computer-Integrated Surgery
CVRMed '95 Proceedings of the First International Conference on Computer Vision, Virtual Reality and Robotics in Medicine
Tracking Points on Deformable Objects Using Curvature Information
ECCV '92 Proceedings of the Second European Conference on Computer Vision
Topologically adaptable snakes
ICCV '95 Proceedings of the Fifth International Conference on Computer Vision
ICCV '95 Proceedings of the Fifth International Conference on Computer Vision
ICCV '95 Proceedings of the Fifth International Conference on Computer Vision
Using a deformable surface model to obtain a shape representation of the cortex
ISCV '95 Proceedings of the International Symposium on Computer Vision
Optimal registration of deformed images
Optimal registration of deformed images
The Representation and Matching of Pictorial Structures
IEEE Transactions on Computers
Deformation similarity measurement in quasi-conformal shape space
Graphical Models
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Abstract: This article surveys deformable models, a promising and vigorously researched computer-assisted medical image analysis technique. Among model-based techniques, deformable models offer a unique and powerful approach to image analysis that combines geometry, physics, and approximation theory. They have proven to be effective in segmenting, matching, and tracking anatomic structures by exploiting (bottom-up) constraints derived from the image data together with (top-down) a priori knowledge about the location, size, and shape of these structures. Deformable models are capable of accommodating the significant variability of biologicalstructures over time and across different individuals. Furthermore, they support highly intuitive interaction mechanisms that, when necessary, allow medical scientists and practitioners to bring their expertise to bear on the model-based image interpretation task. This article reviews the rapidly expanding body of work on the development and application of deformable models to problems of fundamental importance in medical image analysis, including segmentation, shape representation, matching, and motion tracking.