Visual reconstruction
Nonlinear analog networks for image smoothing and segmentation
Journal of VLSI Signal Processing Systems - Parallel processing on VLSI arrays
A common framework for image segmentation
International Journal of Computer Vision
Extensions of a Theory of Networks and Learning: Outliers and Negative Examples
Extensions of a Theory of Networks and Learning: Outliers and Negative Examples
Visual Integration and Detection of Discontinuities: The Key Role of Intensity Edges
Visual Integration and Detection of Discontinuities: The Key Role of Intensity Edges
Finding Edges and Lines in Images
Finding Edges and Lines in Images
Parallel and Deterministic Algorithms for MRFs: Surface Reconstruction and Integration
Parallel and Deterministic Algorithms for MRFs: Surface Reconstruction and Integration
Cooperative Vision Integration Through Data-Parallel Neural Computations
IEEE Transactions on Computers - Special issue on artificial neural networks
IEEE Transactions on Pattern Analysis and Machine Intelligence
Tree Approximations to Markov Random Fields
IEEE Transactions on Pattern Analysis and Machine Intelligence
Motion Estimation with Quadtree Splines
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Graduated Assignment Algorithm for Graph Matching
IEEE Transactions on Pattern Analysis and Machine Intelligence
Structural Matching by Discrete Relaxation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Prior Learning and Gibbs Reaction-Diffusion
IEEE Transactions on Pattern Analysis and Machine Intelligence
Binary Restoration of Thin Objects in Multidimensional Imagery
IEEE Transactions on Pattern Analysis and Machine Intelligence
Unsupervised Texture Segmentation in a Deterministic Annealing Framework
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
Stereo Matching with Nonlinear Diffusion
International Journal of Computer Vision
Journal of Mathematical Imaging and Vision
Classification with Nonmetric Distances: Image Retrieval and Class Representation
IEEE Transactions on Pattern Analysis and Machine Intelligence
International Journal of Computer Vision - Special issue on statistical and computational theories of vision: modeling, learning, sampling and computing, Part I
Gauss-Markov Measure Field Models for Low-Level Vision
IEEE Transactions on Pattern Analysis and Machine Intelligence
An efficient algorithm for image segmentation, Markov random fields and related problems
Journal of the ACM (JACM)
Evolutionary Approaches to Figure-Ground Separation
Applied Intelligence
A Taxonomy and Evaluation of Dense Two-Frame Stereo Correspondence Algorithms
International Journal of Computer Vision
Graduated Nonconvexity by Functional Focusing
IEEE Transactions on Pattern Analysis and Machine Intelligence
Bayesian Image Restoration: An Application to Edge-Preserving Surface Recovery
IEEE Transactions on Pattern Analysis and Machine Intelligence
Figure-Ground Discrimination: A Combinatorial Optimization Approach
IEEE Transactions on Pattern Analysis and Machine Intelligence
Depth and Image Recovery Using a MRF Model
IEEE Transactions on Pattern Analysis and Machine Intelligence
On Discontinuity-Adaptive Smoothness Priors in Computer Vision
IEEE Transactions on Pattern Analysis and Machine Intelligence
Structural Matching in Computer Vision Using Probabilistic Relaxation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Pairwise Data Clustering by Deterministic Annealing
IEEE Transactions on Pattern Analysis and Machine Intelligence
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
Stereo Matching Using Belief Propagation
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part II
Image Segmentation by Flexible Models Based on Robust Regularized Networks
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part III
A Probabilistic Theory of Occupancy and Emptiness
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part III
An Experimental Comparison of Stereo Algorithms
ICCV '99 Proceedings of the International Workshop on Vision Algorithms: Theory and Practice
Adaptive Pixel-Based Data Fusion for Boundary Detection
EMMCVPR '99 Proceedings of the Second International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition
Image Labeling and Grouping by Minimizing Linear Functionals over Cones
EMMCVPR '01 Proceedings of the Third International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition
Parallel Trellis Based Stereo Matching Using Constraints
BMVC '00 Proceedings of the First IEEE International Workshop on Biologically Motivated Computer Vision
Segmentation by Grouping Junctions
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
ICIP '95 Proceedings of the 1995 International Conference on Image Processing (Vol.2)-Volume 2 - Volume 2
Stereo Matching Using Belief Propagation
IEEE Transactions on Pattern Analysis and Machine Intelligence
A new point matching algorithm for non-rigid registration
Computer Vision and Image Understanding - Special issue on nonrigid image registration
Hidden Markov Random Field Model Selection Criteria Based on Mean Field-Like Approximations
IEEE Transactions on Pattern Analysis and Machine Intelligence
Binary Partitioning, Perceptual Grouping, and Restoration with Semidefinite Programming
IEEE Transactions on Pattern Analysis and Machine Intelligence
Hidden Markov Measure Field Models for Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Markov random field based English part-of-speech tagging system
COLING '96 Proceedings of the 16th conference on Computational linguistics - Volume 1
Regularization-Based 3-D Object Modeling from Multiple Range Images
ICPR '98 Proceedings of the 14th International Conference on Pattern Recognition-Volume 2 - Volume 2
The MPM-MAP algorithm for motion segmentation
Computer Vision and Image Understanding
Empirical Modelling of Genetic Algorithms
Evolutionary Computation
A Field Model for Human Detection and Tracking
IEEE Transactions on Pattern Analysis and Machine Intelligence
Combined image compression and denoising using wavelets
Image Communication
High-precision stereo disparity estimation using HMMF models
Image and Vision Computing
Image and Vision Computing
A neural architecture for fully data driven edge-preserving image restoration
Integrated Computer-Aided Engineering
Automatic speechreading with applications to human-computer interfaces
EURASIP Journal on Applied Signal Processing
The Perona---Malik Method as an Edge Pruning Algorithm
Journal of Mathematical Imaging and Vision
Hierarchical, unsupervised learning with growing via phase transitions
Neural Computation
Neural Computation
Approximate Parameter Learning in Conditional Random Fields: An Empirical Investigation
Proceedings of the 30th DAGM symposium on Pattern Recognition
Iterated conditional modes for inverse dithering
Signal Processing
Robust motion estimation under varying illumination
Image and Vision Computing
View synthesis using stereo vision
View synthesis using stereo vision
Image denoising based on hierarchical Markov random field
Pattern Recognition Letters
Mean field and information theoretic algorithms for direct segmentation of tomographic images
ICASSP'93 Proceedings of the 1993 IEEE international conference on Acoustics, speech, and signal processing: image and multidimensional signal processing - Volume V
Optimization by Stochastic Continuation
SIAM Journal on Imaging Sciences
Exploiting inference for approximate parameter learning in discriminative fields: an empirical study
EMMCVPR'05 Proceedings of the 5th international conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
An efficient and effective tool for image segmentation, total variations and regularization
SSVM'11 Proceedings of the Third international conference on Scale Space and Variational Methods in Computer Vision
Conditional random fields and supervised learning in automated skin lesion diagnosis
Journal of Biomedical Imaging - Special issue on Machine Learning in Medical Imaging
Margin-maximizing classification of sequential data with infinitely-long temporal dependencies
Expert Systems with Applications: An International Journal
Cross image inference scheme for stereo matching
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part IV
| Hi-index | 0.15 |
Deterministic approximations to Markov random field (MRF) models are derived. One of the models is shown to give in a natural way the graduated nonconvexity (GNC) algorithm proposed by A. Blake and A. Zisserman (1987). This model can be applied to smooth a field preserving its discontinuities. A class of more complex models is then proposed in order to deal with a variety of vision problems. All the theoretical results are obtained in the framework of statistical mechanics and mean field techniques. A parallel, iterative algorithm to solve the deterministic equations of the two models is presented, together with some experiments on synthetic and real images.