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Bayesian modeling of uncertainty in low-level vision

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-1-4612-0667-5_6openalex-snapshot
Introduction to Metropolis, Rosenbluth, Rosenbluth, Teller, and Teller (1953) Equations of State Calculations by Fast Computing Machines. J. Chem. Phys.,21, 1087–1092. and Geman and Geman (1984) Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images. IEEE Trans. Pattern…
inferredcites →https://doi.org/10.1007/978-1-4613-1637-4openalex-snapshot
Bayesian Modeling of Uncertainty in Low-Level Vision
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Three-Dimensional Machine Vision
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The Representation, Recognition, and Positioning of 3-D Shapes from Range Data
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Perceptual Organization and Visual Recognition
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Computer Vision Systems
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Multiresolution Image Processing and Analysis
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Fundamental Algorithms for Computer Graphics
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Random Fractal Forgeries
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Multi-Grid Methods and Applications
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Stochastic stereo matching over scale
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Generalizing Epipolar-Plane Image Analysis on the spatiotemporal surface
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Constructing simple stable descriptions for image partitioning
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Signal matching through scale space
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Symmetry-seeking models and 3D object reconstruction
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Kalman filter-based algorithms for estimating depth from image sequences
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Snakes: Active contour models
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Smoothing noisy data with spline functions
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Fast shape from shading
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The psychology of computer vision
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Understanding image intensities
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Numerical shape from shading and occluding boundaries
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Determining optical flow
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Perceptual organization and the representation of natural form
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Fundamental algorithms for computer graphics
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Optical and electro-optical information processing
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Vision: A computational investigation into the human representation and processing of visual information
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From images to surfaces: A computational study of the human early visual system
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Hierarchical organization and functional streams in the visual cortex
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Multilevel computational processes for visual surface reconstruction
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An implementation of a computational theory of visual surface interpolation
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Perceptual organization and visual recognition
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The variational approach to shape from shading
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A regularized solution to edge detection
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A Learning Algorithm for Boltzmann Machines**The research reported here was supported by grants from the System Development Foundation. We thank Peter Brown, Francis Crick, Mark Derthick, Scott Fahlman, Jerry Feldman, Stuart Geman, Gail Gong, John Hopfield, Jay McClelland, Barak Pearlmutter, Harry…
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Factorization Methods for Discrete Sequential Estimation
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Dynamic Motion Vision
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Computational vision and regularization theory
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An analogue approach to the travelling salesman problem using an elastic net method
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Equation of State Calculations by Fast Computing Machines
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Analog "neuronal" networks in early vision.
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Theory of edge detection
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The computation of visible-surface representations
inferredcites →https://doi.org/10.1109/34.56188openalex-snapshot
Fast surface interpolation using hierarchical basis functions
inferredcites →https://doi.org/10.1109/5.5962openalex-snapshot
Ill-posed problems in early vision
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Estimating Motion From Sparse Range Data Without Correspondence
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Sensor integration for robot navigation: Combining sonar and stereo range data in a grid-based representataion
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Error modeling in stereo navigation
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Building visual maps by combining noisy stereo measurements
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Pattern classification and scene analysis
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The Laplacian Pyramid as a Compact Image Code
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Uniqueness and Estimation of Three-Dimensional Motion Parameters of Rigid Objects with Curved Surfaces
inferredcites →https://doi.org/10.1109/tpami.1984.4767504openalex-snapshot
Fast Computation of the Difference of Low-Pass Transform
inferredcites →https://doi.org/10.1109/tpami.1984.4767596openalex-snapshot
Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images
inferredcites →https://doi.org/10.1109/tpami.1986.4767767openalex-snapshot
Image Analysis Using Multigrid Relaxation Methods
inferredcites →https://doi.org/10.1109/tpami.1986.4767807openalex-snapshot
Regularization of Inverse Visual Problems Involving Discontinuities
inferredcites →https://doi.org/10.1109/tpami.1986.4767851openalex-snapshot
A Computational Approach to Edge Detection
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Scene Labeling by Relaxation Operations
inferredcites →https://doi.org/10.1111/j.2517-6161.1983.tb01239.xopenalex-snapshot
Bayesian “Confidence Intervals” for the Cross-Validated Smoothing Spline
inferredcites →https://doi.org/10.1119/1.13295openalex-snapshot
The Fractal Geometry of Nature
inferredcites →https://doi.org/10.1119/1.1973431openalex-snapshot
The Fourier Transform and Its Applications
inferredcites →https://doi.org/10.1126/science.220.4598.671openalex-snapshot
Optimization by Simulated Annealing
inferredcites →https://doi.org/10.1126/science.968482openalex-snapshot
Cooperative Computation of Stereo Disparity
inferredcites →https://doi.org/10.1145/321623.321635openalex-snapshot
An Operator Which Locates Edges in Digitized Pictures
inferredcites →https://doi.org/10.1145/356893.356896openalex-snapshot
Computational Stereo
inferredcites →https://doi.org/10.1145/74334.74338openalex-snapshot
From splines to fractals
inferredcites →https://doi.org/10.1162/neco.1989.1.3.348openalex-snapshot
An Analysis of the Elastic Net Approach to the Traveling Salesman Problem
inferredcites →https://doi.org/10.1177/027836498700600301openalex-snapshot
Consistent Integration and Propagation of Disparate Sensor Observations
inferredcites →https://doi.org/10.1201/9781003410881-8openalex-snapshot
Fourier Transform and Its Applications
inferredcites →https://doi.org/10.1207/s15516709cog0901_7openalex-snapshot
A Learning Algorithm for Boltzmann Machines*
inferredcites →https://doi.org/10.1214/aoms/1177697089openalex-snapshot
A Correspondence Between Bayesian Estimation on Stochastic Processes and Smoothing by Splines
inferredcites →https://doi.org/10.1364/josaa.2.000284openalex-snapshot
Spatiotemporal energy models for the perception of motion
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Matching Deformable Models to Images: Direct and Iterative Solutions
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On the visual discrimination of self-similar random textures
inferredcites →https://doi.org/10.2307/1421958openalex-snapshot
Foundations of Cyclopean Perception
inferredcites →https://doi.org/10.2307/1422246openalex-snapshot
The Interpretation of Visual Motion
inferredcites →https://doi.org/10.2307/2006360openalex-snapshot
Solutions of Ill-Posed Problems.
inferredcites →https://doi.org/10.2307/25294744openalex-snapshot
Foundations of Cyclopean Perception
inferredcites →https://doi.org/10.2307/2981858openalex-snapshot
The Fractal Geometry of Nature.
inferredcites →https://doi.org/10.7551/mitpress/1413.003.0014openalex-snapshot
Determining optical flow
inferredcites →https://doi.org/10.7551/mitpress/3132.001.0001openalex-snapshot
From Images to Surfaces
inferredcites →https://doi.org/10.7551/mitpress/3877.001.0001openalex-snapshot
The Interpretation of Visual Motion
inferredcites →https://doi.org/10.7551/mitpress/7132.001.0001openalex-snapshot
Visual Reconstruction
inferredcites →https://doi.org/10.7916/d87088h8openalex-snapshot
An integrated approach to stereo matching, surface reconstruction and depth segmentation using consistent smoothness assumptions

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Motion Tracking in Medical Images
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Total Variation
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Intrinsic Images
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Total Variation
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Total Absolute Gaussian Curvature for Stereo Prior
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Learning for Optical Flow Using Stochastic Optimization
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Monocular Depth from Motion Using a New Closed-Form Solution
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Uncertainty Manipulation and Parameter Estimation
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Data-Driven Priors for Hyperparameters in Regularization
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Bayesian Interpolation
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A multilevel GMRF-based approach to image segmentation and restoration
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Improving sampled probability distributions for Markov random fields
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Elastic Matching
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Computational analysis of disparity modulation sensitivity: an explanation in terms of a Bayesian surface reconstruction
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The Ouchi illusion as an artifact of biased flow estimation
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Ch. 13. Modeling image analysis problems using markov random fields
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A review of deformable surfaces: topology, geometry and deformation
inferred← citeshttps://doi.org/10.1016/s0262-8856(97)00021-8openalex-snapshot
Textured image segmentation
inferred← citeshttps://doi.org/10.1016/s0262-8856(97)00085-1openalex-snapshot
A neural architecture of brightness perception: non-linear contrast detection and geometry-driven diffusion
inferred← citeshttps://doi.org/10.1016/s0262-8856(98)00088-2openalex-snapshot
Efficient hybrid search for visual reconstruction problems
inferred← citeshttps://doi.org/10.1016/s1077-3142(03)00002-xopenalex-snapshot
Iconic feature based nonrigid registration: the PASHA algorithm
inferred← citeshttps://doi.org/10.1016/s1077-3142(03)00003-1openalex-snapshot
Active blobs: region-based, deformable appearance models
inferred← citeshttps://doi.org/10.1016/s1361-8415(96)80007-7openalex-snapshot
Deformable models in medical image analysis: a survey
inferred← citeshttps://doi.org/10.1017/cbo9780511984037.007openalex-snapshot
Observer theory, Bayes theory, and psychophysics
inferred← citeshttps://doi.org/10.1017/s0001867800012106openalex-snapshot
Ising models and multiresolution quad-trees
inferred← citeshttps://doi.org/10.1023/a:1007996332012openalex-snapshot
Spline-Based Image Registration
inferred← citeshttps://doi.org/10.1023/a:1008015117424openalex-snapshot
Stereo Matching with Nonlinear Diffusion
inferred← citeshttps://doi.org/10.1023/a:1008218126123openalex-snapshot
On the Foundations of Probabilistic Relaxation with Product Support
inferred← citeshttps://doi.org/10.1023/a:1008317210576openalex-snapshot
A Full Bayesian Approach to Curve and Surface Reconstruction
inferred← citeshttps://doi.org/10.1023/a:1011818912717openalex-snapshot
Bayesian Object Localisation in Images
inferred← citeshttps://doi.org/10.1023/a:1014573219977openalex-snapshot
A Taxonomy and Evaluation of Dense Two-Frame Stereo Correspondence Algorithms
inferred← citeshttps://doi.org/10.1023/a:1016372015744openalex-snapshot
Multi-Frame Correspondence Estimation Using Subspace Constraints
inferred← citeshttps://doi.org/10.1023/a:1020224303087openalex-snapshot
Bayesian Model Estimation and Selection for Epipolar Geometry and Generic Manifold Fitting
inferred← citeshttps://doi.org/10.1023/a:1026501619075openalex-snapshot
Learning Low-Level Vision
inferred← citeshttps://doi.org/10.1023/b:jmiv.0000024042.88755.4fopenalex-snapshot
Isotropic Energies, Filters and Splines for Vector Field Regularization
inferred← citeshttps://doi.org/10.1037/rev0000061openalex-snapshot
Formalizing Neurath’s ship: Approximate algorithms for online causal learning.
inferred← citeshttps://doi.org/10.1038/368542a0openalex-snapshot
The generic viewpoint assumption in a framework for visual perception
inferred← citeshttps://doi.org/10.1088/0031-9155/46/4/326openalex-snapshot
Non-rigid image registration using a median-filtered coarse-to-fine displacement field and a symmetric correlation ratio
inferred← citeshttps://doi.org/10.1088/0957-0233/10/12/304openalex-snapshot
A geometrical approach to the surface-fitting problem in underwater three-dimensional acoustic images
inferred← citeshttps://doi.org/10.1090/qam/1668732openalex-snapshot
Computational anatomy: an emerging discipline
inferred← citeshttps://doi.org/10.1093/oxfordhb/9780199675111.013.025openalex-snapshot
Bayesian Models of Attention
inferred← citeshttps://doi.org/10.1097/00013414-200212000-00005openalex-snapshot
Probabilistic Models of the Brain.
inferred← citeshttps://doi.org/10.1109/23.289373openalex-snapshot
Medical image segmentation by a constraint satisfaction neural network
inferred← citeshttps://doi.org/10.1109/34.121795openalex-snapshot
High-resolution terrain map from multiple sensor data
inferred← citeshttps://doi.org/10.1109/34.204914openalex-snapshot
Local reproducible smoothing without shrinkage
inferred← citeshttps://doi.org/10.1109/34.221168openalex-snapshot
Constructing intrinsic parameters with active models for invariant surface reconstruction
inferred← citeshttps://doi.org/10.1109/34.254057openalex-snapshot
Probabilistic analysis of regularization
inferred← citeshttps://doi.org/10.1109/34.368166openalex-snapshot
A Bayesian segmentation methodology for parametric image models
inferred← citeshttps://doi.org/10.1109/34.546257openalex-snapshot
Motion estimation with quadtree splines
inferred← citeshttps://doi.org/10.1109/34.56188openalex-snapshot
Fast surface interpolation using hierarchical basis functions
inferred← citeshttps://doi.org/10.1109/34.655646openalex-snapshot
A probabilistic approach to the coupled reconstruction and restoration of underwater acoustic images
inferred← citeshttps://doi.org/10.1109/34.659928openalex-snapshot
Characterization of neuropathological shape deformations
inferred← citeshttps://doi.org/10.1109/34.67626openalex-snapshot
On three-dimensional surface reconstruction methods
inferred← citeshttps://doi.org/10.1109/34.85659openalex-snapshot
Dynamic 3D models with local and global deformations: deformable superquadrics
inferred← citeshttps://doi.org/10.1109/34.910882openalex-snapshot
An integrated Bayesian approach to layer extraction from image sequences
inferred← citeshttps://doi.org/10.1109/34.922706openalex-snapshot
Deformable shape detection and description via model-based region grouping
inferred← citeshttps://doi.org/10.1109/34.969114openalex-snapshot
Fast approximate energy minimization via graph cuts
inferred← citeshttps://doi.org/10.1109/3468.709605openalex-snapshot
An invariant performance measure for surface reconstruction using the volume between two surfaces
inferred← citeshttps://doi.org/10.1109/3477.484434openalex-snapshot
A distributed probabilistic system for adaptive regulation of image processing parameters
inferred← citeshttps://doi.org/10.1109/42.511745openalex-snapshot
A surface-based technique for warping three-dimensional images of the brain
inferred← citeshttps://doi.org/10.1109/48.989892openalex-snapshot
Mosaic-based positioning and improved motion-estimation methods for automatic navigation of submersible vehicles
inferred← citeshttps://doi.org/10.1109/72.485630openalex-snapshot
Analog VLSI implementation for stereo correspondence between 2-D images
inferred← citeshttps://doi.org/10.1109/83.265979openalex-snapshot
Efficient multiscale regularization with applications to the computation of optical flow
inferred← citeshttps://doi.org/10.1109/83.491317openalex-snapshot
Nonlinear image labeling for multivalued segmentation
inferred← citeshttps://doi.org/10.1109/83.650119openalex-snapshot
Methods for numerical integration of high-dimensional posterior densities with application to statistical image models
inferred← citeshttps://doi.org/10.1109/83.826782openalex-snapshot
Multiscale methods for the segmentation and reconstruction of signals and images
inferred← citeshttps://doi.org/10.1109/access.2019.2960209openalex-snapshot
Unsupervised Segmentation of Fire and Smoke From Infra-Red Videos
inferred← citeshttps://doi.org/10.1109/auv.1994.518603openalex-snapshot
The role of vision for underwater vehicles
inferred← citeshttps://doi.org/10.1109/ca.1998.681918openalex-snapshot
Active voodoo dolls: a vision based input device for nonrigid control
inferred← citeshttps://doi.org/10.1109/ccv.1988.589992openalex-snapshot
Estimating Motion From Sparse Range Data Without Correspondence
inferred← citeshttps://doi.org/10.1109/crv.2006.30openalex-snapshot
Error Analysis of Camera Parameter Estimation based on Collinear Features
inferred← citeshttps://doi.org/10.1109/cvpr.1988.196261openalex-snapshot
Incremental estimation of dense depth maps from image sequences
inferred← citeshttps://doi.org/10.1109/cvpr.1989.37853openalex-snapshot
Fast surface interpolation using hierarchical basis functions
inferred← citeshttps://doi.org/10.1109/cvpr.1991.139707openalex-snapshot
Probability distributions of optical flow
inferred← citeshttps://doi.org/10.1109/cvpr.1991.139761openalex-snapshot
Temporal surface reconstruction
inferred← citeshttps://doi.org/10.1109/cvpr.1991.139764openalex-snapshot
Shape from rotation
inferred← citeshttps://doi.org/10.1109/cvpr.1992.223263openalex-snapshot
Local reproducible smoothing without shrinkage
inferred← citeshttps://doi.org/10.1109/cvpr.1993.340975openalex-snapshot
Modeling surfaces of arbitrary topology with dynamic particles
inferred← citeshttps://doi.org/10.1109/cvpr.1993.341002openalex-snapshot
Scaling images and image features via the renormalization group
inferred← citeshttps://doi.org/10.1109/cvpr.1993.341037openalex-snapshot
Robust shape recovery from occluding contours using a linear smoother
inferred← citeshttps://doi.org/10.1109/cvpr.1993.341171openalex-snapshot
Bayesian region merging probability for parametric image models
inferred← citeshttps://doi.org/10.1109/cvpr.1994.323892openalex-snapshot
Shape analysis of brain structures using physical and experimental modes
inferred← citeshttps://doi.org/10.1109/cvpr.1996.517095openalex-snapshot
Stereo matching with non-linear diffusion
inferred← citeshttps://doi.org/10.1109/cvpr.1997.609318openalex-snapshot
Object detection using hierarchical MRF and MAP estimation
inferred← citeshttps://doi.org/10.1109/cvpr.1998.698638openalex-snapshot
Edge/region-based segmentation and reconstruction of underwater acoustic images by Markov random fields
inferred← citeshttps://doi.org/10.1109/cvpr.1999.784603openalex-snapshot
Deformable shape detection and description via model-based region grouping
inferred← citeshttps://doi.org/10.1109/cvpr.1999.786933openalex-snapshot
A multi-view approach to motion and stereo
inferred← citeshttps://doi.org/10.1109/cvpr.1999.786994openalex-snapshot
Statistical biases in optic flow
inferred← citeshttps://doi.org/10.1109/cvpr.2000.855864openalex-snapshot
Likelihood functions and confidence bounds for total-least-squares problems
inferred← citeshttps://doi.org/10.1109/cvpr.2004.1315015openalex-snapshot
Window-based, discontinuity preserving stereo
inferred← citeshttps://doi.org/10.1109/cvpr.2004.1315082openalex-snapshot
Stereo correspondence with slanted surfaces:critical implications of horizontal slant
inferred← citeshttps://doi.org/10.1109/cvpr.2005.84openalex-snapshot
Bayesian 3D Modeling from Images Using Multiple Depth Maps
inferred← citeshttps://doi.org/10.1109/cvpr.2007.382979openalex-snapshot
Learning Gaussian Conditional Random Fields for Low-Level Vision
inferred← citeshttps://doi.org/10.1109/cvpr.2007.383037openalex-snapshot
Utilizing Variational Optimization to Learn Markov Random Fields
inferred← citeshttps://doi.org/10.1109/cvpr.2008.4587349openalex-snapshot
Locally adaptive learning for translation-variant MRF image priors
inferred← citeshttps://doi.org/10.1109/cvpr.2008.4587699openalex-snapshot
Learning for stereo vision using the structured support vector machine
inferred← citeshttps://doi.org/10.1109/cvpr.2010.5539959openalex-snapshot
Diffusion filtering without parameter tuning: Models and inference tools
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Connecting non-quadratic variational models and MRFs
inferred← citeshttps://doi.org/10.1109/cvpr.2019.01124openalex-snapshot
Neural RGB®D Sensing: Depth and Uncertainty From a Video Camera
inferred← citeshttps://doi.org/10.1109/ic3i.2014.7019648openalex-snapshot
MAP-MRF approach for image denoising
inferred← citeshttps://doi.org/10.1109/icassp.1998.675362openalex-snapshot
Just-in-time language modelling
inferred← citeshttps://doi.org/10.1109/icassp.2003.1199132openalex-snapshot
Empirical choice of smoothing parameters in optical flow with correlated errors
inferred← citeshttps://doi.org/10.1109/iccv.1990.139487openalex-snapshot
A model for the detection of motion over time
inferred← citeshttps://doi.org/10.1109/iccv.1990.139605openalex-snapshot
Dynamic 3D models with local and global deformations: deformable superquadrics
inferred← citeshttps://doi.org/10.1109/iccv.1993.378193openalex-snapshot
Exploiting the generic view assumption to estimate scene parameters
inferred← citeshttps://doi.org/10.1109/iccv.1995.466784openalex-snapshot
Bayesian decision theory, the maximum local mass estimate, and color constancy
inferred← citeshttps://doi.org/10.1109/iccv.1995.466844openalex-snapshot
Recovering object surfaces from viewed changes in surface texture patterns
inferred← citeshttps://doi.org/10.1109/iccv.1995.466862openalex-snapshot
Motion estimation with quadtree splines
inferred← citeshttps://doi.org/10.1109/iccv.1998.710811openalex-snapshot
Fish-scales: representing fuzzy manifolds
inferred← citeshttps://doi.org/10.1109/iccv.1999.790355openalex-snapshot
An integrated Bayesian approach to layer extraction from image sequences
inferred← citeshttps://doi.org/10.1109/iccv.1999.790409openalex-snapshot
Tracking through singularities and discontinuities by random sampling
inferred← citeshttps://doi.org/10.1109/iccv.1999.790414openalex-snapshot
Learning low-level vision
inferred← citeshttps://doi.org/10.1109/iccv.1999.791245openalex-snapshot
Fast approximate energy minimization via graph cuts
inferred← citeshttps://doi.org/10.1109/iccv.2003.1238464openalex-snapshot
Entropy-of-likelihood feature selection for image correspondence
inferred← citeshttps://doi.org/10.1109/icip.1994.413661openalex-snapshot
Maximum likelihood parameter estimation for non-Gaussian prior signal models
inferred← citeshttps://doi.org/10.1109/icip.1998.723337openalex-snapshot
An extended Kalman filtering approach to high precision stereo image matching
inferred← citeshttps://doi.org/10.1109/icip.1999.819531openalex-snapshot
Estimation of random trajectories on manifolds: application to object tracking
inferred← citeshttps://doi.org/10.1109/icip.2005.1530005openalex-snapshot
Hybrid digital elevation model production guided by 3D-primitives: a global optimization algorithm using graph cuts
inferred← citeshttps://doi.org/10.1109/icpr.1992.202037openalex-snapshot
Learning structural and corruption information from samples for Markov random field binary image reconstruction
inferred← citeshttps://doi.org/10.1109/icpr.1994.576898openalex-snapshot
Boundary detection using multiscale Markov random fields
inferred← citeshttps://doi.org/10.1109/icpr.1994.577125openalex-snapshot
A Bayesian framework for regularization
inferred← citeshttps://doi.org/10.1109/icpr.2000.905288openalex-snapshot
The statistics of optical flow: implications for the process of correspondence in vision
inferred← citeshttps://doi.org/10.1109/icsmc.1992.271519openalex-snapshot
Representing probability distributions of image segments and segmentations
inferred← citeshttps://doi.org/10.1109/iscv.1995.477008openalex-snapshot
A parallel feature tracker for extended image sequences
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Multiresolution Markov models for signal and image processing
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