Boundary Detection by Constrained Optimization
IEEE Transactions on Pattern Analysis and Machine Intelligence
Multichannel Texture Analysis Using Localized Spatial Filters
IEEE Transactions on Pattern Analysis and Machine Intelligence
Parallel and Deterministic Algorithms from MRFs: Surface Reconstruction
IEEE Transactions on Pattern Analysis and Machine Intelligence
Texture Features for Browsing and Retrieval of Image Data
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Graduated Assignment Algorithm for Graph Matching
IEEE Transactions on Pattern Analysis and Machine Intelligence
Pairwise Data Clustering by Deterministic Annealing
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Deterministic Annealing Framework for Unsupervised Texture Segmentation
A Deterministic Annealing Framework for Unsupervised Texture Segmentation
Multiscale Annealing for Real-Time Unsupervised Texture Segmentation
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
ACM Computing Surveys (CSUR)
Multiseeded Segmentation Using Fuzzy Connectedness
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence - Graph Algorithms and Computer Vision
An Accurate and Efficient Bayesian Method for Automatic Segmentation of Brain MRI
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Data Driven Generation of Interactions for Feature Binding and Relaxation Labeling
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
Path Based Pairwise Data Clustering with Application to Texture Segmentation
EMMCVPR '01 Proceedings of the Third International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition
Grouping with Directed Relationships
EMMCVPR '01 Proceedings of the Third International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Path-Based Clustering for Grouping of Smooth Curves and Texture Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Guest Editorial: Computational Vision at Brown
International Journal of Computer Vision - Special Issue on Computational Vision at Brown University
Mining customer product ratings for personalized marketing
Decision Support Systems - Special issue: Web data mining
A Software Tool for Real-Time Low-Level Vision
ICTAI '99 Proceedings of the 11th IEEE International Conference on Tools with Artificial Intelligence
Evolutionary Gabor Filter Optimization with Application to Vehicle Detection
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Segmentation Given Partial Grouping Constraints
IEEE Transactions on Pattern Analysis and Machine Intelligence
Feature Discovery in Non-Metric Pairwise Data
The Journal of Machine Learning Research
An EM Algorithm for the Block Mixture Model
IEEE Transactions on Pattern Analysis and Machine Intelligence
Image Segmentation by Networks of Spiking Neurons
Neural Computation
Stochastic Organization of Output Codes in Multiclass Learning Problems
Neural Computation
Resolution-Based Complexity Control for Gaussian Mixture Models
Neural Computation
ACM SIGGRAPH 2006 Papers
Supervised texture classification by integration of multiple texture methods and evaluation windows
Image and Vision Computing
An integrated dynamic scene algorithm for segmentation and motion estimation
EURASIP Journal on Applied Signal Processing
Globally adaptive region information for automatic color-texture image segmentation
Pattern Recognition Letters
Nonparametric Bayesian Image Segmentation
International Journal of Computer Vision
Block clustering with Bernoulli mixture models: Comparison of different approaches
Computational Statistics & Data Analysis
Multispectral image segmentation by a multichannel watershed-based approach
International Journal of Remote Sensing
International Journal of Computer Vision
Color image segmentation using adaptive mean shift and statistical model-based methods
Computers & Mathematics with Applications
Computers & Mathematics with Applications
Blood Detection In IVUS Longitudinal Cuts Using AdaBoost With a Novel Feature Stability Criterion
Proceedings of the 2007 conference on Artificial Intelligence Research and Development
Iterated conditional modes for inverse dithering
Signal Processing
Clustering heterogeneous data using clustering by compression
ICCOMP'09 Proceedings of the WSEAES 13th international conference on Computers
Fundamentals of Stop and Go active models
Image and Vision Computing
A new method for clustering heterogeneous data: clustering by compression
WSEAS Transactions on Computers
Texture classification via conditional histograms
Pattern Recognition Letters
Intravascular ultrasound images vessel characterization using Adaboost
FIMH'03 Proceedings of the 2nd international conference on Functional imaging and modeling of the heart
CAIP'07 Proceedings of the 12th international conference on Computer analysis of images and patterns
An automatic region-based image segmentation algorithm for remote sensing applications
Environmental Modelling & Software
Optimizing feature extraction for the camera mouse using genetic algorithms
ICCOMP'06 Proceedings of the 10th WSEAS international conference on Computers
Efficient combination of probabilistic sampling approximations for robust image segmentation
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
Frozen-State hierarchical annealing
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part I
Texture detection for image analysis
ICAPR'05 Proceedings of the Third international conference on Pattern Recognition and Image Analysis - Volume Part II
IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part II
Remote sensing image segmentation by active queries
Pattern Recognition
Bayesian image segmentation using gaussian field priors
EMMCVPR'05 Proceedings of the 5th international conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
A simple 3d edge template for pose invariant face detection
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
Patch-Based texture edges and segmentation
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
Texture fuzzy segmentation using adaptive affinity functions
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Texture aware image segmentation using graph cuts and active contours
Pattern Recognition
Hi-index | 0.14 |
We present a novel optimization framework for unsupervised texture segmentation that relies on statistical tests as a measure of homogeneity. Texture segmentation is formulated as a data clustering problem based on sparse proximity data. Dissimilarities of pairs of textured regions are computed from a multiscale Gabor filter image representation. We discuss and compare a class of clustering objective functions which is systematically derived from invariance principles. As a general optimization framework, we propose deterministic annealing based on a mean-field approximation. The canonical way to derive clustering algorithms within this framework as well as an efficient implementation of mean-field annealing and the closely related Gibbs sampler are presented. We apply both annealing variants to Brodatz-like microtexture mixtures and real-word images.