Generalizing Swendsen-Wang to Sampling Arbitrary Posterior Probabilities
IEEE Transactions on Pattern Analysis and Machine Intelligence
Stereo Using Monocular Cues within the Tensor Voting Framework
IEEE Transactions on Pattern Analysis and Machine Intelligence
Efficient Belief Propagation for Early Vision
International Journal of Computer Vision
Convergent Tree-Reweighted Message Passing for Energy Minimization
IEEE Transactions on Pattern Analysis and Machine Intelligence
Dense Photometric Stereo: A Markov Random Field Approach
IEEE Transactions on Pattern Analysis and Machine Intelligence
Estimating Optimal Parameters for MRF Stereo from a Single Image Pair
IEEE Transactions on Pattern Analysis and Machine Intelligence
Linear Programming Relaxations and Belief Propagation -- An Empirical Study
The Journal of Machine Learning Research
Approximate Labeling via Graph Cuts Based on Linear Programming
IEEE Transactions on Pattern Analysis and Machine Intelligence
Image alignment and stitching: a tutorial
Foundations and Trends® in Computer Graphics and Vision
Multiflash Stereopsis: Depth-Edge-Preserving Stereo with Small Baseline Illumination
IEEE Transactions on Pattern Analysis and Machine Intelligence
Reconstructing relief surfaces
Image and Vision Computing
Computer Vision and Image Understanding
Distinctive Similarity Measure for stereo matching under point ambiguity
Computer Vision and Image Understanding
Image based reconstruction using hybrid optimization of simulated annealing and genetic algorithm
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
An edge deletion semantics for belief propagation and its practical impact on approximation quality
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
A Stereo Depth Recovery Method Using Layered Representation of the Scene
Proceedings of the 31st DAGM Symposium on Pattern Recognition
Depth estimation using monocular and stereo cues
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Bilayer representation for three dimensional visual communication
Journal of Visual Communication and Image Representation
Efficient stochastic local search for MPE solving
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
A convex optimization approach for depth estimation under illumination variation
IEEE Transactions on Image Processing
Coarse-to-fine stereo vision with accurate 3D boundaries
Image and Vision Computing
Graph-Cut versus Belief-Propagation Stereo on Real-World Images
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Training an active random field for real-time image denoising
IEEE Transactions on Image Processing
Bisection approach for pixel labelling problem
Pattern Recognition
Total absolute Gaussian curvature for stereo prior
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
Temporal priors for novel video synthesis
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
Belief-propagation on edge images for stereo analysis of image sequences
RobVis'08 Proceedings of the 2nd international conference on Robot vision
Robust stereo matching with improved graph and surface models and occlusion handling
Journal of Visual Communication and Image Representation
DAS '10 Proceedings of the 9th IAPR International Workshop on Document Analysis Systems
Background estimation using graph cuts and inpainting
Proceedings of Graphics Interface 2010
Computer Vision and Image Understanding
Colorization for single image super resolution
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Norm-product belief propagation: primal-dual message-passing for approximate inference
IEEE Transactions on Information Theory
Four color theorem for fast early vision
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
Motion segmentation using an occlusion detector
WDV'05/WDV'06/ICCV'05/ECCV'06 Proceedings of the 2005/2006 international conference on Dynamical vision
Global optimization of wavelet-domain hidden Markov tree for image segmentation
Pattern Recognition
Real-time spatial and depth upsampling for range data
Transactions on computational science XII
Review article: A 1D approach to correlation-based stereo matching
Image and Vision Computing
A fast solver for truncated-convex priors: quantized-convex split moves
EMMCVPR'11 Proceedings of the 8th international conference on Energy minimization methods in computer vision and pattern recognition
Accurate real-time neural disparity MAP estimation with FPGA
Pattern Recognition
Computer Vision and Image Understanding
Improving sub-pixel accuracy for long range stereo
Computer Vision and Image Understanding
A new stereo matching model using visibility constraint based on disparity consistency
ACIVS'06 Proceedings of the 8th international conference on Advanced Concepts For Intelligent Vision Systems
MICCAI'05 Proceedings of the 8th international conference on Medical Image Computing and Computer-Assisted Intervention - Volume Part I
Differential geometric consistency extends stereo to curved surfaces
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
Complex correlation statistic for dense stereoscopic matching
SCIA'05 Proceedings of the 14th Scandinavian conference on Image Analysis
Concurrent stereo matching: an image noise-driven model
EMMCVPR'05 Proceedings of the 5th international conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
Stereo for slanted surfaces: first order disparities and normal consistency
EMMCVPR'05 Proceedings of the 5th international conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part I
Comparison of energy minimization algorithms for highly connected graphs
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
A comparative study of energy minimization methods for markov random fields
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
Efficient belief propagation with learned higher-order markov random fields
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
Virtual viewpoint disparity estimation and convergence check for real-time view synthesis
PSIVT'11 Proceedings of the 5th Pacific Rim conference on Advances in Image and Video Technology - Volume Part I
Recursive sum-product algorithm for generalized outer-planar graphs
Information Processing Letters
Structured Learning and Prediction in Computer Vision
Foundations and Trends® in Computer Graphics and Vision
FIST: fast interactive segmentation of tumors
MICCAI'11 Proceedings of the Third international conference on Abdominal Imaging: computational and Clinical Applications
On Learning Conditional Random Fields for Stereo
International Journal of Computer Vision
A pointwise smooth surface stereo reconstruction algorithm without correspondences
Image and Vision Computing
Describing clothing by semantic attributes
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
Continuous markov random fields for robust stereo estimation
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Message-Passing Algorithms for Sparse Network Alignment
ACM Transactions on Knowledge Discovery from Data (TKDD)
Proceedings of the ACM/SIGDA international symposium on Field programmable gate arrays
Stereo Matching Based on Dissimilar Intensity Support and Belief Propagation
Journal of Mathematical Imaging and Vision
Computer Vision and Image Understanding
Energy distribution view for monotonic dual decomposition
International Journal of Approximate Reasoning
Single image super-resolution based on space structure learning
Pattern Recognition Letters
Computer Vision and Image Understanding
Stereo/multiview picture quality: Overview and recent advances
Image Communication
Detecting, segmenting and tracking unknown objects using multi-label MRF inference
Computer Vision and Image Understanding
Moving object detection using Markov Random Field and Distributed Differential Evolution
Applied Soft Computing
Machine Vision and Applications
| Hi-index | 0.06 |
Recent stereo algorithms have achieved impressive resultsby modelling the disparity image as a Markov RandomField (MRF). An important component of an MRF-basedapproach is the inference algorithm used to find the mostlikely setting of each node in the MRF. Algorithms havebeen proposed which use Graph Cuts or Belief Propagationfor inference. These stereo algorithms differ in both theinference algorithm used and the formulation of the MRF.It is unknown whether to attribute the responsibility for differencesin performance to the MRF or the inference algorithm.We address this through controlled experiments bycomparing the Belief Propagation algorithm and the GraphCuts algorithm on the same MRF's, which have been createdfor calculating stereo disparities. We find that the labellingsproduced by the two algorithms are comparable.The solutions produced by Graph Cuts have a lower energythan those produced with Belief Propagation, but this doesnot necessarily lead to increased performance relative tothe ground-truth.