Efficient Synthesis of Gaussian Filters by Cascaded Uniform Filters
IEEE Transactions on Pattern Analysis and Machine Intelligence
Distance transformations in digital images
Computer Vision, Graphics, and Image Processing
Visual reconstruction
Incremental algorithms for finding the convex hulls of circles and the lower envelopes of parabolas
Information Processing Letters
A Pixel Dissimilarity Measure That Is Insensitive to Image Sampling
IEEE Transactions on Pattern Analysis and Machine Intelligence
Fast Approximate Energy Minimization via Graph Cuts
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Taxonomy and Evaluation of Dense Two-Frame Stereo Correspondence Algorithms
International Journal of Computer Vision
Stereo Matching Using Belief Propagation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Comparison of Graph Cuts with Belief Propagation for Stereo, using Identical MRF Parameters
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
On the optimality of solutions of the max-product belief-propagation algorithm in arbitrary graphs
IEEE Transactions on Information Theory
Automatic selection of MRF control parameters by reactive tabu search
Image and Vision Computing
Image inpainting by global structure and texture propagation
Proceedings of the 15th international conference on Multimedia
2D Euclidean distance transform algorithms: A comparative survey
ACM Computing Surveys (CSUR)
Minimal Aspect Distortion (MAD) Mosaicing of Long Scenes
International Journal of Computer Vision
Inter-Image Statistics for 3D Environment Modeling
International Journal of Computer Vision
Fast Generalized Belief Propagation for MAP Estimation on 2D and 3D Grid-Like Markov Random Fields
Proceedings of the 30th DAGM symposium on Pattern Recognition
Precise object cutout from images
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Belief Propagation for Stereo Analysis of Night-Vision Sequences
PSIVT '09 Proceedings of the 3rd Pacific Rim Symposium on Advances in Image and Video Technology
Improving Border Localization of Multi-Baseline Stereo Using Border-Cut
International Journal of Computer Vision
Multi-view dense depth map estimation
Proceedings of the 2nd International Conference on Immersive Telecommunications
Image Segmentation Using Graph Representations and Local Appearance and Shape Models
GbRPR '09 Proceedings of the 7th IAPR-TC-15 International Workshop on Graph-Based Representations in Pattern Recognition
A Study on Stereo and Motion Data Accuracy for a Moving Platform
Proceedings of the FIRA RoboWorld Congress 2009 on Advances in Robotics
ISMM '09 Proceedings of the 9th International Symposium on Mathematical Morphology and Its Application to Signal and Image Processing
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Video completion via motion guided spatial-temporal global optimization
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Image completion using structural priority belief propagation
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Computing rank-convolutions with a mask
ACM Transactions on Algorithms (TALG)
Matte-based restoration of vintage video
IEEE Transactions on Image Processing
IEEE Transactions on Image Processing
A Computer-Assisted Colorization Approach Based on Efficient Belief Propagation and Graph Matching
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
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
Belief Propagation Implementation Using CUDA on an NVIDIA GTX 280
AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
Moving obstacle detection in highly dynamic scenes
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
A fast quasi-dense matching algorithm with an adaptive window
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
High-throughput bayesian computing machine with reconfigurable hardware
Proceedings of the 18th annual ACM/SIGDA international symposium on Field programmable gate arrays
An asymmetric post-processing for correspondence problem
Image Communication
An adaptive ontology mapping approach with neural network based constraint satisfaction
Web Semantics: Science, Services and Agents on the World Wide Web
Generalized sparse MRF appearance models
Image and Vision Computing
Reliable depth map regeneration via a novel omnidirectional stereo sensor
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part I
Ontology mapping: an information retrieval and interactive activation network based approach
ISWC'07/ASWC'07 Proceedings of the 6th international The semantic web and 2nd Asian conference on Asian semantic web conference
Scale selection for anisotropic diffusion filter by Markov random field model
Pattern Recognition
RobVis'08 Proceedings of the 2nd international conference on Robot vision
Belief-propagation on edge images for stereo analysis of image sequences
RobVis'08 Proceedings of the 2nd international conference on Robot vision
MRF labeling with a graph-shifts algorithm
IWCIA'08 Proceedings of the 12th international conference on Combinatorial image analysis
DAS '10 Proceedings of the 9th IAPR International Workshop on Document Analysis Systems
Scene alignment by SIFT flow for video summarization
ICICS'09 Proceedings of the 7th international conference on Information, communications and signal processing
Trinocular stereo matching with composite disparity space image
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Virtual view synthesis using multi-view video sequences
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Belief propagation optical flow for high-resolution image morphing
ACM SIGGRAPH 2010 Posters
Geodesic image and video editing
ACM Transactions on Graphics (TOG)
Distributed real-time stereo matching on smart cameras
Proceedings of the Fourth ACM/IEEE International Conference on Distributed Smart Cameras
Exploring the sentiment strength of user reviews
WAIM'10 Proceedings of the 11th international conference on Web-age information management
Towards more efficient and effective LP-based algorithms for MRF optimization
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
Automatic learning of background semantics in generic surveilled scenes
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
A globally optimal approach for 3D elastic motion estimation from stereo sequences
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Joint estimation of motion, structure and geometry from stereo sequences
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Semantic segmentation of urban scenes using dense depth maps
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Generation of temporally consistent depth maps using nosie removal from video
ICCVG'10 Proceedings of the 2010 international conference on Computer vision and graphics: Part II
Object Detection and Tracking for Autonomous Navigation in Dynamic Environments
International Journal of Robotics Research
Generation of high-quality depth maps using hybrid camera system for 3-D video
Journal of Visual Communication and Image Representation
Benchmarking stereo data (not the matching algorithms)
Proceedings of the 32nd DAGM conference on Pattern recognition
Real-time spatiotemporal stereo matching using the dual-cross-bilateral grid
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Region flow: a multi-stage method for colonoscopy tracking
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part II
Real-time stereo reconstruction in robotically assisted minimally invasive surgery
MICCAI'10 Proceedings of the 13th international conference on Medical image computing and computer-assisted intervention: Part I
Markov random field-based clustering for the integration of multi-view range images
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
Journal on Image and Video Processing - Special issue on advanced video-based surveillance
International Journal of Computer Vision
Efficient large-scale stereo matching
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
Four color theorem for fast early vision
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
MRF labeling for multi-view range image integration
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Obtaining depth map from segment-based stereo matching using graph cuts
Journal of Visual Communication and Image Representation
Component-based construction of bio-pathway models: The parameter estimation problem
Theoretical Computer Science
Faster Algorithms for Max-Product Message-Passing
The Journal of Machine Learning Research
Unifying guilt-by-association approaches: theorems and fast algorithms
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part II
A hybrid factored frontier algorithm for dynamic Bayesian network models of biopathways
Proceedings of the 9th International Conference on Computational Methods in Systems Biology
Efficient stereo and optical flow with robust similarity measures
DAGM'11 Proceedings of the 33rd international conference on Pattern recognition
Ground truth evaluation of stereo algorithms for real world applications
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume part II
Illumination invariant cost functions in semi-global matching
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume part II
Single image restoration of outdoor scenes
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part II
Multi-class object layout with unsupervised image classification and object localization
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part I
Pattern Recognition Letters
ICAT'06 Proceedings of the 16th international conference on Advances in Artificial Reality and Tele-Existence
Where computer vision needs help from computer science
Proceedings of the twenty-second annual ACM-SIAM symposium on Discrete Algorithms
Incremental signaling pathway modeling by data integration
RECOMB'10 Proceedings of the 14th Annual international conference on Research in Computational Molecular Biology
Linear programming matching and appearance-adaptive object tracking
EMMCVPR'05 Proceedings of the 5th international conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
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
Recovering depth map from video with moving objects
PSIVT'11 Proceedings of the 5th Pacific Rim conference on Advances in Image and Video Technology - Volume Part II
Parallelization of Belief Propagation on Cell Processors for Stereo Vision
ACM Transactions on Embedded Computing Systems (TECS)
Structured Learning and Prediction in Computer Vision
Foundations and Trends® in Computer Graphics and Vision
Binocular structured light stereo matching approach for dense facial disparity map
AI'11 Proceedings of the 24th international conference on Advances in Artificial Intelligence
Stereo matching using weighted dynamic programming on a single-direction four-connected tree
Computer Vision and Image Understanding
On Learning Conditional Random Fields for Stereo
International Journal of Computer Vision
Case study: stereo vision experiments with multi-core software API on embedded MPSoC environments
The Journal of Supercomputing
A Hybrid Factored Frontier Algorithm for Dynamic Bayesian Networks with a Biopathways Application
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Composing globally consistent pathway parameter estimates through belief propagation
WABI'07 Proceedings of the 7th international conference on Algorithms in Bioinformatics
State of the Art Report on Video-Based Graphics and Video Visualization
Computer Graphics Forum
Edge preserving image denoising with a closed form solution
Pattern Recognition
3D reconstruction of dynamic scenes with multiple handheld cameras
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Continuous markov random fields for robust stereo estimation
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Real-World stereo-analysis evaluation
Proceedings of the 15th international conference on Theoretical Foundations of Computer Vision: outdoor and large-scale real-world scene analysis
Background subtraction with dirichlet processes
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
A unified framework for multi-target tracking and collective activity recognition
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Dynamic markov random field model for visual tracking
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Single color one-shot scan using topology information
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Video enhancement leveraging high-quality depth maps
Proceedings of the 11th ACM SIGGRAPH International Conference on Virtual-Reality Continuum and its Applications in Industry
Robust 3D human face reconstruction by consumer binocular-stereo cameras
Proceedings of the 11th ACM SIGGRAPH International Conference on Virtual-Reality Continuum and its Applications in Industry
A fast method for global depth-map extraction from natural images
Proceedings of the 9th European Conference on Visual Media Production
Tree structural watershed for stereo matching
Proceedings of the 27th Conference on Image and Vision Computing New Zealand
Multi-view Scene Flow Estimation: A View Centered Variational Approach
International Journal of Computer Vision
Journal of Artificial Intelligence Research
Kalman-filter based spatio-temporal disparity integration
Pattern Recognition Letters
Poisson image fusion based on Markov random field fusion model
Information Fusion
Image registration using BP-SIFT
Journal of Visual Communication and Image Representation
Image synthesis and occlusion removal of intermediate views by stereo matching
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Hand posture recognition from disparity cost map
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Cross image inference scheme for stereo matching
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part IV
Hierarchical scan-line dynamic programming for optical flow using semi-global matching
ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
Adaptive large window correlation for optical flow estimation with discrete optimization
Image and Vision Computing
IPMI'13 Proceedings of the 23rd international conference on Information Processing in Medical Imaging
Computer Vision and Image Understanding
Information permeability for stereo matching
Image Communication
Computer Vision and Image Understanding
User assisted disparity remapping for stereo images
Image Communication
Detecting, segmenting and tracking unknown objects using multi-label MRF inference
Computer Vision and Image Understanding
Fusion of 3D-LIDAR and camera data for scene parsing
Journal of Visual Communication and Image Representation
A robust cost function for stereo matching of road scenes
Pattern Recognition Letters
A homography transform based higher-order MRF model for stereo matching
Pattern Recognition Letters
Shape from Sharp and Motion-Blurred Image Pair
International Journal of Computer Vision
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Markov random field models provide a robust and unified framework for early vision problems such as stereo and image restoration. Inference algorithms based on graph cuts and belief propagation have been found to yield accurate results, but despite recent advances are often too slow for practical use. In this paper we present some algorithmic techniques that substantially improve the running time of the loopy belief propagation approach. One of the techniques reduces the complexity of the inference algorithm to be linear rather than quadratic in the number of possible labels for each pixel, which is important for problems such as image restoration that have a large label set. Another technique speeds up and reduces the memory requirements of belief propagation on grid graphs. A third technique is a multi-grid method that makes it possible to obtain good results with a small fixed number of message passing iterations, independent of the size of the input images. Taken together these techniques speed up the standard algorithm by several orders of magnitude. In practice we obtain results that are as accurate as those of other global methods (e.g., using the Middlebury stereo benchmark) while being nearly as fast as purely local methods.