Robust regression and outlier detection
Robust regression and outlier detection
Robust regression methods for computer vision: a review
International Journal of Computer Vision
Active shape models—their training and application
Computer Vision and Image Understanding
Artificial Intelligence - Special volume on computer vision
Bias in Robust Estimation Caused by Discontinuities and Multiple Structures
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Development and Comparison of Robust Methodsfor Estimating the Fundamental Matrix
International Journal of Computer Vision
MLESAC: a new robust estimator with application to estimating image geometry
Computer Vision and Image Understanding - Special issue on robusst statistical techniques in image understanding
MINPRAN: A New Robust Estimator for Computer Vision
IEEE Transactions on Pattern Analysis and Machine Intelligence
Object Recognition by Flexible Template Matching using Genetic Algorithms
ECCV '92 Proceedings of the Second European Conference on Computer Vision
EigenTracking: Robust Matching and Tracking of Articulated Objects Using a View-Based Representation
ECCV '96 Proceedings of the 4th European Conference on Computer Vision-Volume I - Volume I
Quantification of Articular Cartilage from MR Images Using Active Shape Models
ECCV '96 Proceedings of the 4th European Conference on Computer Vision-Volume II - Volume II
Exploiting Weak Shape Constraints to Segment Capillary Images in Microangiopathy
MICCAI '00 Proceedings of the Third International Conference on Medical Image Computing and Computer-Assisted Intervention
An Improved Active Shape Model for Face Alignment
ICMI '02 Proceedings of the 4th IEEE International Conference on Multimodal Interfaces
An Information Fusion Framework for Robust Shape Tracking
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust facial feature tracking under varying face pose and facial expression
Pattern Recognition
Optimal Feature Point Selection and Automatic Initialization in Active Shape Model Search
MICCAI '08 Proceedings of the 11th international conference on Medical Image Computing and Computer-Assisted Intervention - Part I
Automatic segmentation of the left ventricle cavity and myocardium in MRI data
Computers in Biology and Medicine
Constraint shape model using edge constraint and Gabor wavelet based search
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
MICCAI'07 Proceedings of the 10th international conference on Medical image computing and computer-assisted intervention - Volume Part I
RSMAT: Robust simultaneous modeling and tracking
Pattern Recognition Letters
Face tracking with automatic model construction
Image and Vision Computing
Computer Science - Research and Development
Correntropy based feature selection using binary projection
Pattern Recognition
Carotid artery segmentation using an outlier immune 3d active shape models framework
MICCAI'06 Proceedings of the 9th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I
ACII'05 Proceedings of the First international conference on Affective Computing and Intelligent Interaction
Robust active shape models: a robust, generic and simple automatic segmentation tool
MICCAI'06 Proceedings of the 9th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part II
Robust active shape model construction and fitting for facial feature localization
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
Optimal shape space and searching in ASM based face alignment
SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication
A novel multifaceted virtual craniofacial surgery scheme using computer vision
CVBIA'05 Proceedings of the First international conference on Computer Vision for Biomedical Image Applications
Improving ASM search using mixture models for grey-level profiles
IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part I
FPGA-accelerated active shape model for real-time people tracking
ACSAC'07 Proceedings of the 12th Asia-Pacific conference on Advances in Computer Systems Architecture
Interactive facial feature localization
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
MICCAI'12 Proceedings of the 15th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part II
Active shape model based on sparse representation
CCBR'12 Proceedings of the 7th Chinese conference on Biometric Recognition
A Coarse to Fine Facial Key Landmark Points Locating Algorithm Based on Active Shape Model
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
Nearest neighbor weighted average customization for modeling faces
Machine Vision and Applications
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Active shape models (ASMs) have been shown to be a powerful tool to aid the interpretation of images. ASM model parameter estimation is based on the assumption that residuals between model fit and data have a Gaussian distribution. However, in many real applications, specifically those found in the area of medical image analysis, this assumption may be inaccurate. Robust parameter estimation methods have been used elsewhere in machine vision and provide a promising method of improving ASM search performance. This paper formulates M-estimator and random sampling approaches to robust parameter estimation in the context of ASM search. These methods have been applied to several sets of medical images where ASM search robustness problems have previously been encountered. Robust parameter estimation is shown to increase tolerance to outliers, which can lead to improved search robustness and accuracy.