Segmentation and Classification of Range Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust regression and outlier detection
Robust regression and outlier detection
Algorithms for clustering data
Algorithms for clustering data
A survey of thresholding techniques
Computer Vision, Graphics, and Image Processing
A survey of the Hough transform
Computer Vision, Graphics, and Image Processing
Segmentation through Variable-Order Surface Fitting
IEEE Transactions on Pattern Analysis and Machine Intelligence
Evidence-Based Recognition of 3-D Objects
IEEE Transactions on Pattern Analysis and Machine Intelligence
Hough transform for line recognition complexity of evidence accumulation and cluster detection
Computer Vision, Graphics, and Image Processing
Range Image Segmentation Based on Differential Geometry: A Hybrid Approach
IEEE Transactions on Pattern Analysis and Machine Intelligence
A new curve detection method: randomized Hough transform (RHT)
Pattern Recognition Letters
Introduction to statistical pattern recognition (2nd ed.)
Introduction to statistical pattern recognition (2nd ed.)
A probabilistic Hough transform
Pattern Recognition
A probabilistic algorithm for computing Hough transforms
Journal of Algorithms
A Bayesian Segmentation Methodology for Parametric Image Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust Adaptive Segmentation of Range Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust Estimation of Rotation Angles from Image Sequences Usingthe Annealing M-Estimator
Journal of Mathematical Imaging and Vision
A Robust Competitive Clustering Algorithm With Applications in Computer Vision
IEEE Transactions on Pattern Analysis and Machine Intelligence
Exact and approximation algorithms for clustering
Proceedings of the ninth annual ACM-SIAM symposium on Discrete algorithms
Robust Line Fitting in a Noisy Image by the Method of Moments
IEEE Transactions on Pattern Analysis and Machine Intelligence
ACM Computing Surveys (CSUR)
Approximation algorithms for projective clustering
SODA '00 Proceedings of the eleventh annual ACM-SIAM symposium on Discrete algorithms
MIR: An Approach to Robust Clustering-Application to Range Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Self-Organization of Pulse-Coupled Oscillators with Application to Clustering
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust mixture modelling using the t distribution
Statistics and Computing
Automatically characterizing large scale program behavior
Proceedings of the 10th international conference on Architectural support for programming languages and operating systems
Map Learning and Clustering in Autonomous Systems
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust Estimation for Range Image Segmentation and Reconstruction
IEEE Transactions on Pattern Analysis and Machine Intelligence
Geometric Primitive Extraction Using a Genetic Algorithm
IEEE Transactions on Pattern Analysis and Machine Intelligence
MINPRAN: A New Robust Estimator for Computer Vision
IEEE Transactions on Pattern Analysis and Machine Intelligence
Unsupervised fuzzy clustering with multi-center clusters
Fuzzy Sets and Systems - Clustering and modeling
Detecting Functionally Coherent Networks in fMRI Data of the Human Brain Using Replicator Dynamics
IPMI '01 Proceedings of the 17th International Conference on Information Processing in Medical Imaging
DaWaK 2000 Proceedings of the 4th International Conference on Data Warehousing and Knowledge Discovery
Distributed unsupervised learning using the multisoft machine
Information Sciences—Informatics and Computer Science: An International Journal
Gradient-based polyhedral segmentation for range images
Pattern Recognition Letters
Accurate and robust line segment extraction by analyzing distribution around peaks in Hough space
Computer Vision and Image Understanding
A Similarity-Based Robust Clustering Method
IEEE Transactions on Pattern Analysis and Machine Intelligence
Line Extraction in 2D Range Images for Mobile Robotics
Journal of Intelligent and Robotic Systems
Color image segmentation in color and spatial domain
IEA/AIE'2003 Proceedings of the 16th international conference on Developments in applied artificial intelligence
An adaptive incremental LBG for vector quantization
Neural Networks
Detection of linear and circular shapes in image analysis
Computational Statistics & Data Analysis
Novel multi-centroid, multi-run sampling schemes for $K$-medoids-based algorithms
International Journal of Knowledge-based and Intelligent Engineering Systems
EURASIP Journal on Applied Signal Processing
Scale-invariant clustering with minimum volume ellipsoids
Computers and Operations Research
Computer Vision and Image Understanding
Dynamic data assigning assessment clustering of streaming data
Applied Soft Computing
Improved search strategies and extensions to k-medoids-based clustering algorithms
International Journal of Business Intelligence and Data Mining
RK-Means Clustering: K-Means with Reliability
IEICE - Transactions on Information and Systems
A swarm-inspired projection algorithm
Pattern Recognition
Matrix-based genetic algorithm for computing the minimum volume ellipsoid
IEEE Transactions on Evolutionary Computation - Special issue on evolutionary algorithms based on probabilistic models
Some experiments on clustering a set of strings
GbRPR'03 Proceedings of the 4th IAPR international conference on Graph based representations in pattern recognition
A self-growing probabilistic decision-based neural network for anchor/speaker identification
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
A noise-insensitive object tracking algorithm
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
A genetic clustering algorithm using a message-based similarity measure
Expert Systems with Applications: An International Journal
On considering uncertainty and alternatives in low-level vision
UAI'93 Proceedings of the Ninth international conference on Uncertainty in artificial intelligence
Skeletonization of noisy images via the method of legendre moments
ACIVS'05 Proceedings of the 7th international conference on Advanced Concepts for Intelligent Vision Systems
| Hi-index | 0.15 |
A clustering algorithm based on the minimum volume ellipsoid (MVE) robust estimator is proposed. The MVE estimator identifies the least volume region containing h percent of the data points. The clustering algorithm iteratively partitions the space into clusters without prior information about their number. At each iteration, the MVE estimator is applied several times with values of h decreasing from 0.5. A cluster is hypothesized for each ellipsoid. The shapes of these clusters are compared with shapes corresponding to a known unimodal distribution by the Kolmogorov-Smirnov test. The best fitting cluster is then removed from the space, and a new iteration starts. Constrained random sampling keeps the computation low. The clustering algorithm was successfully applied to several computer vision problems formulated in the feature space paradigm: multithresholding of gray level images, analysis of the Hough space, and range image segmentation.