Markov random field modeling in image analysis

Adaptive rest condition potentials: first and second order edge-preserving regularization

Computer Vision and Image Understanding

Image Segmentation by Flexible Models Based on Robust Regularized Networks

ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part III

Adaptive Rest Condition Potentials: Second Order Edge-Preserving Regularization

ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part I

Recognizing Deviations from Normalcy for Brain Tumor Segmentation

MICCAI '02 Proceedings of the 5th International Conference on Medical Image Computing and Computer-Assisted Intervention-Part I

Hidden Markov Measure Field Models for Image Segmentation

IEEE Transactions on Pattern Analysis and Machine Intelligence

A Markov Random Field model of microarray gridding

Proceedings of the 2003 ACM symposium on Applied computing

Machine Printed Text and Handwriting Identification in Noisy Document Images

IEEE Transactions on Pattern Analysis and Machine Intelligence

The Contracting Curve Density Algorithm: Fitting Parametric Curve Models to Images Using Local Self-Adapting Separation Criteria

International Journal of Computer Vision

From fields to trees

UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence

Background Segmentation Using Spatial-Temporal Multi-Resolution MRF

WACV-MOTION '05 Proceedings of the IEEE Workshop on Motion and Video Computing (WACV/MOTION'05) - Volume 2 - Volume 02

Cleaning microarray expression data using Markov random fields based on profile similarity

Proceedings of the 2005 ACM symposium on Applied computing

2D Conditional Random Fields for Web information extraction

ICML '05 Proceedings of the 22nd international conference on Machine learning

A Dynamic Conditional Random Field Model for Foreground and Shadow Segmentation

IEEE Transactions on Pattern Analysis and Machine Intelligence

Markov Random Fields for Handwritten Chinese Character Recognition

ICDAR '05 Proceedings of the Eighth International Conference on Document Analysis and Recognition

Fingerprint Matching Based on Global Comprehensive Similarity

IEEE Transactions on Pattern Analysis and Machine Intelligence

Discriminative Random Fields

International Journal of Computer Vision

Basis Tensor Decomposition for Restoring Intra-Voxel Structure and Stochastic Walks for Inferring Brain Connectivity in DT-MRI

International Journal of Computer Vision

Simultaneous tracking of multiple body parts of interacting persons

Computer Vision and Image Understanding

Hierarchical shadow detection for color aerial images

Computer Vision and Image Understanding

Graph-based text classification: learn from your neighbors

SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval

Scalable multiresolution color image segmentation

Signal Processing

A multiagent system approach for image segmentation using genetic algorithms and extremal optimization heuristics

Pattern Recognition Letters - Special issue: Evolutionary computer vision and image understanding

Hidden Markov random field and frame modelling for TCA image analysis

SPPRA'06 Proceedings of the 24th IASTED international conference on Signal processing, pattern recognition, and applications

A neighborhood-based approach for clustering of linked document collections

CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management

Modeling spatially correlated data in sensor networks

ACM Transactions on Sensor Networks (TOSN)

Microarray image gridding with stochastic search based approaches

Image and Vision Computing

High-precision stereo disparity estimation using HMMF models

Image and Vision Computing

Robust model-based scene interpretation by multilayered context information

Computer Vision and Image Understanding

Interpretation of complex scenes using dynamic tree-structure Bayesian networks

Computer Vision and Image Understanding

Rapid prototyping 3D objects from scanned measurement data

Image and Vision Computing

A Lattice-Based MRF Model for Dynamic Near-Regular Texture Tracking

IEEE Transactions on Pattern Analysis and Machine Intelligence

Maximum likelihood from spatial random effects models via the stochastic approximation expectation maximization algorithm

Statistics and Computing

A Generative Model of Terrain for Autonomous Navigation in Vegetation

International Journal of Robotics Research

Speeding up HMRF_EM algorithms for fast unsupervised image segmentation by Bootstrap resampling: Application to the brain tissue segmentation

Signal Processing

Equilibrium and dissipative structures role on images

Pattern Recognition Letters

Multichannel SAR interferometry via classical and Bayesian estimation techniques

EURASIP Journal on Applied Signal Processing

Adaptive Markov random fields for example-based super-resolution of faces

EURASIP Journal on Applied Signal Processing

Discrimination of Eucalyptus canopy from airborne linescanner imagery using Markov random field modelling

Environmental Modelling & Software

Extending the Path-Planning Horizon

International Journal of Robotics Research

Hidden Markov random field models for TCA image analysis

Computational Statistics & Data Analysis

Non-parametric bootstrap ensembles for detection of tumor lesions

Pattern Recognition Letters

Graph theoretical representation of ANN architectures on regular two-dimensional grids for VLSI implementations

Neurocomputing

Bayesian object extraction from uncalibrated image pairs

Image Communication

Nonlocal Prior Bayesian Tomographic Reconstruction

Journal of Mathematical Imaging and Vision

Fully automatic segmentation of multiple sclerosis lesions in brain MR FLAIR images using adaptive mixtures method and markov random field model

Computers in Biology and Medicine

Spatially non-homogeneous potts model parameter estimation on higher-order neighborhood systems by maximum pseudo-likelihood

Proceedings of the 2008 ACM symposium on Applied computing

A discrete direct retrieval model for image and video retrieval

CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval

A Novel Way of Incorporating Large-Scale Knowledge into MRF Prior Model

AIME '07 Proceedings of the 11th conference on Artificial Intelligence in Medicine

A Novel Image Segmentation Algorithm Based on Artificial Ant Colonies

Medical Imaging and Informatics

An Agent-Based Approach for Range Image Segmentation

Massively Multi-Agent Technology

Segmenting Brain Tumors Using Pseudo---Conditional Random Fields

MICCAI '08 Proceedings of the 11th international conference on Medical Image Computing and Computer-Assisted Intervention - Part I

An artificial ant colonies approach to medical image segmentation

Computer Methods and Programs in Biomedicine

Attention-Based Segmentation on an Image Pyramid Sequence

ACIVS '08 Proceedings of the 10th International Conference on Advanced Concepts for Intelligent Vision Systems

Deformable Mosaicing for Whole-Body MRI

MICCAI '08 Proceedings of the 11th International Conference on Medical Image Computing and Computer-Assisted Intervention, Part II

Active Contours Driven by Supervised Binary Classifiers for Texture Segmentation

ISVC '08 Proceedings of the 4th International Symposium on Advances in Visual Computing

A supervised Bayesian method for cerebrovascular segmentation

WSEAS Transactions on Signal Processing

Pattern analysis of dermoscopic images based on Markov random fields

Pattern Recognition

Fields of Experts

International Journal of Computer Vision

Image Segmentation Using Fuzzy Clustering with Spatial Constraints Based on Markov Random Field via Bayesian Theory

IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

Fast and Efficient MRF-Based Detection Algorithm of Missing Data in Degraded Image Sequences

IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

Robust feature point matching by preserving local geometric consistency

Computer Vision and Image Understanding

Super-resolution image reconstruction using the generalized isotropic multi-level logistic model

Proceedings of the 2009 ACM symposium on Applied Computing

Estimating Markov Random Field Potentials for Natural Images

ICA '09 Proceedings of the 8th International Conference on Independent Component Analysis and Signal Separation

Image registration using Markov random coefficient and geometric transformation fields

Pattern Recognition

Dense Registration with Deformation Priors

IPMI '09 Proceedings of the 21st International Conference on Information Processing in Medical Imaging

Parallel Hidden Hierarchical Fields for Multi-scale Reconstruction

EMMCVPR '09 Proceedings of the 7th International Conference on Energy Minimization Methods in Computer Vision and Pattern Recognition

Global optimization for first order Markov Random Fields with submodular priors

Discrete Applied Mathematics

A novel fuzzy clustering algorithm using observation weighting and context information for reverberant blind speech separation

Signal Processing

Registration and interactive planar segmentation for stereo images of polyhedral scenes

Pattern Recognition

A semi-supervised approach to space carving

Pattern Recognition

Image modeling using tree structured conditional random fields

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence

Real-time moving vehicle detection with cast shadow removal in video based on conditional random field

IEEE Transactions on Circuits and Systems for Video Technology

Simultaneous tracking of multiple body parts of interacting persons

Computer Vision and Image Understanding

Cascade Markov random fields for stroke extraction of Chinese characters

Information Sciences: an International Journal

Scale-invariant visual language modeling for object categorization

IEEE Transactions on Multimedia - Special issue on integration of context and content

An MRF-based deinterlacing algorithm with exemplar-based refinement

IEEE Transactions on Image Processing

Image segmentation using information bottleneck method

IEEE Transactions on Image Processing

Piecewise training for structured prediction

Machine Learning

Computer-Aided Assessment of Anomalies in the Scoliotic Spine in 3-D MRI Images

MICCAI '09 Proceedings of the 12th International Conference on Medical Image Computing and Computer-Assisted Intervention: Part II

Codebook-Based Background Subtraction to Generate Photorealistic Avatars in a Walkthrough Simulator

ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part I

Combining Gaussian Markov random fields with the discrete wavelet transform for endoscopic image classification

DSP'09 Proceedings of the 16th international conference on Digital Signal Processing

Onboard contextual classification of 3-D point clouds with learned high-order Markov random fields

ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation

Adaptive object detection and recognition based on a feedback strategy

Image and Vision Computing

Taxonomy of directing semantics for film shot classification

IEEE Transactions on Circuits and Systems for Video Technology

Segmentation of complementary DNA microarray images by wavelet-based Markov random field model

IEEE Transactions on Information Technology in Biomedicine - Special section on body sensor networks

Skeletonization based on high-level Markov random field

SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics

Unsupervised image segmentation using a simple MRF model with a new implementation scheme

Pattern Recognition

Steerable pyramid-based face hallucination

Pattern Recognition

A probabilistic approach for foreground and shadow segmentation in monocular image sequences

Pattern Recognition

Detection of microcalcifications in digital mammograms using combined model-based and statistical textural features

Expert Systems with Applications: An International Journal

Joint Bayesian PET reconstruction algorithm using a quadratic hybrid multi-order prior

MIRAGE'07 Proceedings of the 3rd international conference on Computer vision/computer graphics collaboration techniques

Inter and intra-modal deformable registration: continuous deformations meet efficient optimal linear programming

IPMI'07 Proceedings of the 20th international conference on Information processing in medical imaging

Foreground and shadow detection based on conditional random field

CAIP'07 Proceedings of the 12th international conference on Computer analysis of images and patterns

A multi-agent approach for range image segmentation with Bayesian edge regularization

ACIVS'07 Proceedings of the 9th international conference on Advanced concepts for intelligent vision systems

A new Bayesian method for range image segmentation

EMMCVPR'07 Proceedings of the 6th international conference on Energy minimization methods in computer vision and pattern recognition

Bayesian edge regularization in range image segmentation

CIARP'07 Proceedings of the Congress on pattern recognition 12th Iberoamerican conference on Progress in pattern recognition, image analysis and applications

Scale selection for anisotropic diffusion filter by Markov random field model

Pattern Recognition

MRF labeling with a graph-shifts algorithm

IWCIA'08 Proceedings of the 12th international conference on Combinatorial image analysis

A systematic probabilistic approach to energy-efficient and robust data collections in wireless sensor networks

International Journal of Sensor Networks

Generalized Gibbs priors based positron emission tomography reconstruction

Computers in Biology and Medicine

Improving motion-based object detection by incorporating object-specific knowledge

International Journal of Intelligent Information and Database Systems

MAP-MRF super-resolution image reconstruction using maximum pseudo-likelihood parameter estimation

ICIP'09 Proceedings of the 16th IEEE international conference on Image processing

SAR sea ice image segmentation using an edge-preserving region-based MRF

ICIP'09 Proceedings of the 16th IEEE international conference on Image processing

PET: a statistical model for popular events tracking in social communities

Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining

Multivariate image segmentation using semantic region growing with adaptive edge penalty

IEEE Transactions on Image Processing

User-assisted ink-bleed reduction

IEEE Transactions on Image Processing - Special section on distributed camera networks: sensing, processing, communication, and implementation

Joint random field model for all-weather moving vehicle detection

IEEE Transactions on Image Processing

Guided informative image partitioning

SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition

Automatic learning of background semantics in generic surveilled scenes

ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II

A continuous max-flow approach to potts model

ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI

Automatic view recognition in echocardiogram videos using parts-based representation

CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition

High-zoom video hallucination by exploiting spatio-temporal regularities

CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition

Multiscale conditional random fields for image labeling

CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition

Fuzzy clustering algorithms for unsupervised change detection in remote sensing images

Information Sciences: an International Journal

Robust spatial regularization and velocity layer separation for optical flow computation on transparent sequences

MICAI'10 Proceedings of the 9th Mexican international conference on Advances in artificial intelligence: Part I

Electron microscopy image segmentation with graph cuts utilizing estimated symmetric three-dimensional shape prior

ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part II

Alpha Markov Measure Field model for probabilistic image segmentation

Theoretical Computer Science

Global Minimization for Continuous Multiphase Partitioning Problems Using a Dual Approach

International Journal of Computer Vision

Man-made structure detection in natural images using a causal multiscale random field

CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition

Automatic estimation of the number of segmentation groups based on MI

IbPRIA'11 Proceedings of the 5th Iberian conference on Pattern recognition and image analysis

Moving objects detection from video sequences using fuzzy edge incorporated Markov random field modeling and local histogram matching

PReMI'11 Proceedings of the 4th international conference on Pattern recognition and machine intelligence

An interactive editing framework for electron microscopy image segmentation

ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part I

Entropy based region selection for moving object detection

Pattern Recognition Letters

Dynamic background discrimination with a recurrent network

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II

High-quality virtual view synthesis in 3DTV and FTV

3D Research

Efficient spatial classification using decoupled conditional random fields

PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases

A markov random field based hybrid algorithm with simulated annealing and genetic algorithm for image segmentation

ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I

Cross entropy: a new solver for markov random field modeling and applications to medical image segmentation

MICCAI'05 Proceedings of the 8th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I

Support vector random fields for spatial classification

PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases

Bayesian method for motion segmentation and tracking in compressed videos

PR'05 Proceedings of the 27th DAGM conference on Pattern Recognition

Neural network based texture segmentation using a markov random field model

ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II

STPMiner: a highperformance spatiotemporal pattern mining toolbox

Proceedings of the 2nd international workshop on Petascal data analytics: challenges and opportunities

A graph spectral approach to consistent labelling

ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part II

Convergent bayesian reconstruction for PET using new MRF quadratic membrane-plate hybrid multi-order prior

Miar'06 Proceedings of the Third international conference on Medical Imaging and Augmented Reality

Improving fingerprint recognition performance based on feature fusion and adaptive registration pattern

SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication

Entropy controlled gauss-markov random measure field models for early vision

VLSM'05 Proceedings of the Third international conference on Variational, Geometric, and Level Set Methods in Computer Vision

Segmenting brain tumors with conditional random fields and support vector machines

CVBIA'05 Proceedings of the First international conference on Computer Vision for Biomedical Image Applications

Modeling the activity pattern of the constellation of cardiac chambers in echocardiogram videos

CVAMIA'06 Proceedings of the Second ECCV international conference on Computer Vision Approaches to Medical Image Analysis

Multiclass image labeling with semidefinite programming

ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II

Probabilistic cascade random fields for man-made structure detection

ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part II

Fusion of edge information in markov random fields region growing image segmentation

ICIAR'10 Proceedings of the 7th international conference on Image Analysis and Recognition - Volume Part I

Segmentation of multiple objects evolving conditional random field based topology adaptive active membrane

Signal Processing

Geometric graph comparison from an alignment viewpoint

Pattern Recognition

Creating Large-Scale City Models from 3D-Point Clouds: A Robust Approach with Hybrid Representation

International Journal of Computer Vision

Real-time fault detection in manufacturing environments using face recognition techniques

Journal of Intelligent Manufacturing

Minimizing Energies with Hierarchical Costs

International Journal of Computer Vision

Bilateral Markov mesh random field and its application to image restoration

Journal of Visual Communication and Image Representation

An improved MRF-based change detection approach for multitemporal remote sensing imagery

Signal Processing

Markov random fields for improving 3D mesh analysis and segmentation

EG 3DOR'08 Proceedings of the 1st Eurographics conference on 3D Object Retrieval

Bayesian reconstruction using a new nonlocal MRF prior for count-limited PET transmission scans

ICIAR'07 Proceedings of the 4th international conference on Image Analysis and Recognition

Dynamics of a mean-shift-like algorithm and its applications on clustering

Information Processing Letters

Approximate regularization for structural optical flow estimation

ACIVS'12 Proceedings of the 14th international conference on Advanced Concepts for Intelligent Vision Systems

An interactive editing tool for correcting panoramas

SIGGRAPH Asia 2012 Technical Briefs

Eye blink based detection of liveness in biometric authentication systems using conditional random fields

ICCVG'12 Proceedings of the 2012 international conference on Computer Vision and Graphics

Spatiotemporal data mining in the era of big spatial data: algorithms and applications

Proceedings of the 1st ACM SIGSPATIAL International Workshop on Analytics for Big Geospatial Data

Intensity based image registration by minimizing exponential function weighted residual complexity

Computers in Biology and Medicine

Edge multi-scale markov random field model based medical image segmentation in wavelet domain

ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories and Technology

Building a compact online MRF recognizer for large character set by structured dictionary representation and vector quantization technique

Pattern Recognition

Moving object detection using Markov Random Field and Distributed Differential Evolution

Applied Soft Computing

Detecting parametric objects in large scenes by Monte Carlo sampling

International Journal of Computer Vision

Concurrent photo sequence organization

Multimedia Tools and Applications