Multiresolution elastic matching
Computer Vision, Graphics, and Image Processing
Numerical recipes in C (2nd ed.): the art of scientific computing
Numerical recipes in C (2nd ed.): the art of scientific computing
Active shape models—their training and application
Computer Vision and Image Understanding
Modelling object appearance using the grey-level surface
BMVC 94 Proceedings of the conference on British machine vision (vol. 2)
Shape and the information in medical images: a decade of the morphometric synthesis
Computer Vision and Image Understanding
Generalized Image Matching: Statistical Learning of Physically-Based Deformations
ECCV '96 Proceedings of the 4th European Conference on Computer Vision-Volume I - Volume I
ECCV '98 Proceedings of the 5th European Conference on Computer Vision-Volume II - Volume II
A Framework for Automated Landmark Generation for Automated 3D Statistical Model Construction
IPMI '99 Proceedings of the 16th International Conference on Information Processing in Medical Imaging
Using Local Geometry to Build 3D Sulcal Models
IPMI '99 Proceedings of the 16th International Conference on Information Processing in Medical Imaging
Elastic Model Based Non-rigid Registration Incorporation Statistical Shape Information
MICCAI '98 Proceedings of the First International Conference on Medical Image Computing and Computer-Assisted Intervention
MICCAI '98 Proceedings of the First International Conference on Medical Image Computing and Computer-Assisted Intervention
Learning to Identify and Track Faces in Image Sequences
FG '98 Proceedings of the 3rd. International Conference on Face & Gesture Recognition
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
3D Point Distribution Models of the Cortical Sulci
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
Multidimensional Morphable Models
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
Time-Continuous Segmentation of Cardiac Image Sequences Using Active Appearance Motion Models
IPMI '01 Proceedings of the 17th International Conference on Information Processing in Medical Imaging
Statistical Neighbor Distance Influence in Active Contours
MICCAI '02 Proceedings of the 5th International Conference on Medical Image Computing and Computer-Assisted Intervention-Part I
Deformable Organisms for Automatic Medical Image Analysis
MICCAI '01 Proceedings of the 4th International Conference on Medical Image Computing and Computer-Assisted Intervention
Segmentation of Single-Figure Objects by Deformable M-reps
MICCAI '01 Proceedings of the 4th International Conference on Medical Image Computing and Computer-Assisted Intervention
Automatic Construction of 3D Statistical Deformation Models Using Non-rigid Registration
MICCAI '01 Proceedings of the 4th International Conference on Medical Image Computing and Computer-Assisted Intervention
Implicit, view invariant, linear flexible shape modelling
Pattern Recognition Letters - Special issue: Advances in pattern recognition
3D Brain Segmentation Using Active Appearance Models and Local Regressors
MICCAI '08 Proceedings of the 11th international conference on Medical Image Computing and Computer-Assisted Intervention - Part I
Automatic Labeling of Anatomical Structures in MR FastView Images Using a Statistical Atlas
MICCAI '08 Proceedings of the 11th international conference on Medical Image Computing and Computer-Assisted Intervention - Part I
A Novel Algorithm for Automatic Brain Structure Segmentation from MRI
ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing
Subject-Matched Templates for Spatial Normalization
MICCAI '09 Proceedings of the 12th International Conference on Medical Image Computing and Computer-Assisted Intervention: Part II
Joint registration and segmentation of dynamic cardiac perfusion images using MRFs
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part I
A review of atlas-based segmentation for magnetic resonance brain images
Computer Methods and Programs in Biomedicine
4D shape priors for a level set segmentation of the left myocardium in SPECT sequences
MICCAI'06 Proceedings of the 9th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I
Robust active appearance model matching
IPMI'05 Proceedings of the 19th international conference on Information Processing in Medical Imaging
Analyzing anatomical structures: leveraging multiple sources of knowledge
CVBIA'05 Proceedings of the First international conference on Computer Vision for Biomedical Image Applications
3D statistical shape modeling of long bones
WBIR'06 Proceedings of the Third international conference on Biomedical Image Registration
Graph cut segmentation with a statistical shape model in cardiac MRI
Computer Vision and Image Understanding
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We propose to use statistical models of shape and texture as deformable anatomical atlases. By training on sets of labelled examples these can represent both the mean structure and appearance of anatomy in medical images, and the allowable modes of deformation. Given enough training examples such a model should be able synthesise any image of normal anatomy. By finding the parameters which minimise the difference between the synthesised model image and the target image we can locate all the modelled structure. This potentially time consuming step can be solved rapidly using the Active Appearance Model (AAM). In this paper we describe the models and the AAM algorithm and demonstrate the approach on structures in MR brain cross-sections.