IEEE Transactions on Pattern Analysis and Machine Intelligence
Scene Segmentation from Visual Motion Using Global Optimization
IEEE Transactions on Pattern Analysis and Machine Intelligence
Nonlinear total variation based noise removal algorithms
Proceedings of the eleventh annual international conference of the Center for Nonlinear Studies on Experimental mathematics : computational issues in nonlinear science: computational issues in nonlinear science
Performance of optical flow techniques
International Journal of Computer Vision
Multiple constraints for optical flow
ECCV '94 Proceedings of the third European conference on Computer vision (vol. 1)
Recursive non-linear estimation of discontinuous flow fields
ECCV '94 Proceedings of the third European conference on Computer vision (vol. 1)
The robust estimation of multiple motions: parametric and piecewise-smooth flow fields
Computer Vision and Image Understanding
IEEE Transactions on Pattern Analysis and Machine Intelligence
Reliable and Efficient Computation of Optical Flow
International Journal of Computer Vision
International Journal of Computer Vision
Computing optical flow via variational techniques
SIAM Journal on Applied Mathematics
Reliable Estimation of Dense Optical Flow Fields with Large Displacements
International Journal of Computer Vision
Image Registration, Optical Flow and Local Rigidity
Journal of Mathematical Imaging and Vision
A Theoretical Framework for Convex Regularizers in PDE-Based Computation of Image Motion
International Journal of Computer Vision
Variational Optic Flow Computation with a Spatio-Temporal Smoothness Constraint
Journal of Mathematical Imaging and Vision
Hierarchical Estimation and Segmentation of Dense Motion Fields
International Journal of Computer Vision
Multimodal Estimation of Discontinuous Optical Flow using Markov Random Fields
IEEE Transactions on Pattern Analysis and Machine Intelligence
ECCV '90 Proceedings of the First European Conference on Computer Vision
Optical-Flow Estimation while Preserving Its Discontinuities: A Variational Approach
ACCV '95 Invited Session Papers from the Second Asian Conference on Computer Vision: Recent Developments in Computer Vision
Determination of Optical Flow and its Discontinuities using Non-Linear Diffusion
ECCV '94 Proceedings of the Third European Conference-Volume II on Computer Vision - Volume II
Skin and Bones: Multi-layer, Locally Affine, Optical Flow and Regularization with Transparency
CVPR '96 Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96)
Fast and Accurate Motion Estimation Using Orientation Tensors and Parametric Motion Models
ICPR '00 Proceedings of the International Conference on Pattern Recognition - Volume 1
A Multigrid Approach for Hierarchical Motion Estimation
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
A Multigrid Approach for Hierarchical Motion Estimation
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
Lucas/Kanade meets Horn/Schunck: combining local and global optic flow methods
International Journal of Computer Vision
A multiphase level set framework for motion segmentation
Scale Space'03 Proceedings of the 4th international conference on Scale space methods in computer vision
Optical flow: a curve evolution approach
IEEE Transactions on Image Processing
Dense estimation and object-based segmentation of the optical flow with robust techniques
IEEE Transactions on Image Processing
International Journal of Computer Vision
Algorithmic Differentiation: Application to Variational Problems in Computer Vision
IEEE Transactions on Pattern Analysis and Machine Intelligence
On the Spatial Statistics of Optical Flow
International Journal of Computer Vision
Consistency of robust estimators in multi-structural visual data segmentation
Pattern Recognition
Over-Parameterized Variational Optical Flow
International Journal of Computer Vision
Nonlocal Image and Movie Denoising
International Journal of Computer Vision
Performance characterization in computer vision: A guide to best practices
Computer Vision and Image Understanding
Multi-scale 3D scene flow from binocular stereo sequences
Computer Vision and Image Understanding
A Variational Technique for Time Consistent Tracking of Curves and Motion
Journal of Mathematical Imaging and Vision
Dynamic Shape and Appearance Modeling via Moving and Deforming Layers
International Journal of Computer Vision
Narrow directional steerable filters in motion estimation
Computer Vision and Image Understanding
Particle Video: Long-Range Motion Estimation Using Point Trajectories
International Journal of Computer Vision
Building Blocks for Computer Vision with Stochastic Partial Differential Equations
International Journal of Computer Vision
An Unbiased Second-Order Prior for High-Accuracy Motion Estimation
Proceedings of the 30th DAGM symposium on Pattern Recognition
Region and Graph-Based Motion Segmentation
ICIAR '08 Proceedings of the 5th international conference on Image Analysis and Recognition
Range Flow Estimation based on Photonic Mixing Device Data
International Journal of Intelligent Systems Technologies and Applications
Range Flow for Varying Illumination
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Computer Vision and Image Understanding
Dynamic Texture Detection Based on Motion Analysis
International Journal of Computer Vision
A Geometric Framework and a New Criterion in Optical Flow Modeling
Journal of Mathematical Imaging and Vision
Computing the Local Continuity Order of Optical Flow Using Fractional Variational Method
EMMCVPR '09 Proceedings of the 7th International Conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
Robust and efficient feature tracking for indoor navigation
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Two-Frame Optical Flow Formulation in an Unwarping Multiresolution Scheme
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
IVIC '09 Proceedings of the 1st International Visual Informatics Conference on Visual Informatics: Bridging Research and Practice
Optical Flow Computation from an Asynchronised Multiresolution Image Sequence
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part I
Accurate Real-Time Disparity Estimation with Variational Methods
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part I
Two Step Variational Method for Subpixel Optical Flow Computation
ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part II
Dense optical flow estimation from the monogenic curvature tensor
SSVM'07 Proceedings of the 1st international conference on Scale space and variational methods in computer vision
Beauty with variational methods: an optic flow approach to hairstyle simulation
SSVM'07 Proceedings of the 1st international conference on Scale space and variational methods in computer vision
Detecting regions of dynamic texture
SSVM'07 Proceedings of the 1st international conference on Scale space and variational methods in computer vision
An adaptive confidence measure for optical flows based on linear subspace projections
Proceedings of the 29th DAGM conference on Pattern recognition
Illumination-robust variational optical flow with photometric invariants
Proceedings of the 29th DAGM conference on Pattern recognition
Simultaneous estimation of surface motion, depth and slopes under changing illumination
Proceedings of the 29th DAGM conference on Pattern recognition
A duality based approach for realtime TV-L1 optical flow
Proceedings of the 29th DAGM conference on Pattern recognition
A duality based algorithm for TV-L¹-optical-flow image registration
MICCAI'07 Proceedings of the 10th international conference on Medical image computing and computer-assisted intervention
Multiple combined constraints for optical flow estimation
ISVC'07 Proceedings of the 3rd international conference on Advances in visual computing - Volume Part II
Illumination-robust variational optical flow using cross-correlation
Computer Vision and Image Understanding
Smoothing of optical flow using robustified diffusion kernels
Image and Vision Computing
Continuity order of local displacement in volumetric image sequence
WBIR'10 Proceedings of the 4th international conference on Biomedical image registration
Challenges of medical image processing
Computer Science - Research and Development
Conservative motion estimation from multi-image sequences
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
Multiscale analysis of volumetric motion field using general order prior
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
Variational method for super-resolution optical flow
Signal Processing
International Journal of Computer Vision
Partial Differential Equations for Zooming, Deinterlacing and Dejittering
International Journal of Computer Vision
Leveraging motion capture and 3D scanning for high-fidelity facial performance acquisition
ACM SIGGRAPH 2011 papers
Variational Multi-Valued Velocity Field Estimation for Transparent Sequences
Journal of Mathematical Imaging and Vision
TV-L1 optical flow for vector valued images
EMMCVPR'11 Proceedings of the 8th international conference on Energy minimization methods in computer vision and pattern recognition
Histogram-based optical flow for functional imaging in echocardiography
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part I
Determining spatial motion directly from normal flow field: a comprehensive treatment
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume Part I
Computing range flow from multi-modal Kinect data
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part I
Subvoxel super-resolution of volumetric motion field using general order prior
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part II
Line Search Multilevel Optimization as Computational Methods for Dense Optical Flow
SIAM Journal on Imaging Sciences
Variational motion segmentation with level sets
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part I
Proceedings of the 10th International Conference on Mobile and Ubiquitous Multimedia
Real-Time Facial Feature Tracking on a Mobile Device
International Journal of Computer Vision
Revisiting the brightness constraint: probabilistic formulation and algorithms
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
High accuracy optical flow method based on a theory for warping: 3d extension
ICIAR'10 Proceedings of the 7th international conference on Image Analysis and Recognition - Volume Part I
Improving motion estimation using image-driven functions and hybrid scheme
PSIVT'11 Proceedings of the 5th Pacific Rim conference on Advances in Image and Video Technology - Volume Part I
Stochastic models for local optical flow estimation
SSVM'11 Proceedings of the Third international conference on Scale Space and Variational Methods in Computer Vision
Analysis of recent advances in optical flow estimation methods
EUROCAST'11 Proceedings of the 13th international conference on Computer Aided Systems Theory - Volume Part I
Advances in Artificial Neural Systems - Special issue on Advances in Unsupervised Learning Techniques Applied to Biosciences and Medicine
ICIAR'07 Proceedings of the 4th international conference on Image Analysis and Recognition
Efficient nonlocal regularization for optical flow
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
High accuracy TOF and stereo sensor fusion at interactive rates
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume 2
Advances in Artificial Neural Systems - Special issue on Advances in Unsupervised Learning Techniques Applied to Biosciences and Medicine
Optical flow estimation in cardiac CT images using the steered Hermite transform
Image Communication
Optical flow estimation for motion-compensated compression
Image and Vision Computing
Histogram-Based Optical Flow for Motion Estimation in Ultrasound Imaging
Journal of Mathematical Imaging and Vision
Keep it simple and sparse: real-time action recognition
The Journal of Machine Learning Research
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In this paper, we suggest a variational model for optic flow computation based on non-linearised and higher order constancy assumptions. Besides the common grey value constancy assumption, also gradient constancy, as well as the constancy of the Hessian and the Laplacian are proposed. Since the model strictly refrains from a linearisation of these assumptions, it is also capable to deal with large displacements. For the minimisation of the rather complex energy functional, we present an efficient numerical scheme employing two nested fixed point iterations. Following a coarse-to-fine strategy it turns out that there is a theoretical foundation of so-called warping techniques hitherto justified only on an experimental basis. Since our algorithm consists of the integration of various concepts, ranging from different constancy assumptions to numerical implementation issues, a detailed account of the effect of each of these concepts is included in the experimental section. The superior performance of the proposed method shows up by significantly smaller estimation errors when compared to previous techniques. Further experiments also confirm excellent robustness under noise and insensitivity to parameter variations.