Compact Representations of Videos Through Dominant and Multiple Motion Estimation
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Principal Component Clustering Approach to Object-Oriented Motion Segmentation and Estimation
Journal of VLSI Signal Processing Systems - Special issue on recent development in video: algorithms, implementation and applications
True Multi-Image Alignment and Its Application to Mosaicing and Lens Distortion Correction
IEEE Transactions on Pattern Analysis and Machine Intelligence
Design and Use of Linear Models for Image Motion Analysis
International Journal of Computer Vision
Multi-Frame Estimation of Planar Motion
IEEE Transactions on Pattern Analysis and Machine Intelligence
Correspondence with Cumulative Similiarity Transforms
IEEE Transactions on Pattern Analysis and Machine Intelligence
An Integrated Bayesian Approach to Layer Extraction from Image Sequences
IEEE Transactions on Pattern Analysis and Machine Intelligence
Object Tracking with Bayesian Estimation of Dynamic Layer Representations
IEEE Transactions on Pattern Analysis and Machine Intelligence
Probabilistic Detection and Tracking of Motion Boundaries
International Journal of Computer Vision - Special issue on Genomic Signal Processing
Hierarchical Estimation and Segmentation of Dense Motion Fields
International Journal of Computer Vision
Blobworld: Image Segmentation Using Expectation-Maximization and Its Application to Image Querying
IEEE Transactions on Pattern Analysis and Machine Intelligence
Tracking Scale-Space Blobs for Video Description
IEEE MultiMedia
Probabilistic and Voting Approaches to Cue Integration for Figure-Ground Segmentation
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part III
Factorial Markov Random Fields
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part III
Layer Extraction with a Bayesian Model of Shapes
ECCV '00 Proceedings of the 6th European Conference on Computer Vision-Part II
Layered 4D Representation and Voting for Grouping from Motion
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Radial Cumulative Similarity Transform for Robust Image Correspondence
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
Tracking People with Twists and Exponential Maps
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
Multiple motion analysis: in spatial or in spectral domain?
Computer Vision and Image Understanding
Automatic acquisition and initialization of articulated models
Machine Vision and Applications - Special issue: Human modeling, analysis, and synthesis
Twist Based Acquisition and Tracking of Animal and Human Kinematics
International Journal of Computer Vision
Layered Motion Segmentation and Depth Ordering by Tracking Edges
IEEE Transactions on Pattern Analysis and Machine Intelligence
Recovering articulated object models from 3D range data
UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence
A New Real Time Object Segmentation and Tracking Algorithm and its Parallel Hardware Architecture
Journal of VLSI Signal Processing Systems
Motion Competition: A Variational Approach to Piecewise Parametric Motion Segmentation
International Journal of Computer Vision
A Voting-Based Computational Framework for Visual Motion Analysis and Interpretation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Geodesic active regions and level set methods for motion estimation and tracking
Computer Vision and Image Understanding
Motion Layer Extraction in the Presence of Occlusion Using Graph Cuts
IEEE Transactions on Pattern Analysis and Machine Intelligence
A new real time object segmentation and tracking algorithm and its parallel hardware architecture
Journal of VLSI Signal Processing Systems
Tracking based motion segmentation under relaxed statistical assumptions
Computer Vision and Image Understanding
Multi-body Factorization with Uncertainty: Revisiting Motion Consistency
International Journal of Computer Vision
A Feature-based Approach for Dense Segmentation and Estimation of Large Disparity Motion
International Journal of Computer Vision
A Unified Algebraic Approach to 2-D and 3-D Motion Segmentation and Estimation
Journal of Mathematical Imaging and Vision
Video object segmentation by motion-based sequential feature clustering
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Human gait recognition at sagittal plane
Image and Vision Computing
Background estimation under rapid gain change in thermal imagery
Computer Vision and Image Understanding
Pedestrian detection and tracking in infrared imagery using shape and appearance
Computer Vision and Image Understanding
Correspondence as energy-based segmentation
Image and Vision Computing
Spatio-temporal video object segmentation via scale-adaptive 3D structure tensor
EURASIP Journal on Applied Signal Processing
Region and Graph-Based Motion Segmentation
ICIAR '08 Proceedings of the 5th international conference on Image Analysis and Recognition
Detection and segmentation of moving objects in complex scenes
Computer Vision and Image Understanding
Generalized least squares-based parametric motion estimation
Computer Vision and Image Understanding
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Weather-adaptive flying target detection and tracking from infrared video sequences
Expert Systems with Applications: An International Journal
Geodesic active regions and level set methods for motion estimation and tracking
Computer Vision and Image Understanding
Tracking based motion segmentation under relaxed statistical assumptions
Computer Vision and Image Understanding
Robust motion estimation under varying illumination
Image and Vision Computing
Multiview segmentation and tracking of dynamic occluding layers
Image and Vision Computing
Multiple motion estimation using channel matrices
IWCM'04 Proceedings of the 1st international conference on Complex motion
A multiphase level set framework for motion segmentation
Scale Space'03 Proceedings of the 4th international conference on Scale space methods in computer vision
Step-by-step description of lateral interaction in accumulative computation
KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part I
View synthesis using stereo vision
View synthesis using stereo vision
Layered motion segmentation with a competitive recurrent network
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part II
Motion layer extraction in the presence of occlusion using graph cut
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Learning spatio-temporal dependency of local patches for complex motion segmentation
Computer Vision and Image Understanding
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Direct segmentation of multiple 2-D motion models of different types
WDV'05/WDV'06/ICCV'05/ECCV'06 Proceedings of the 2005/2006 international conference on Dynamical vision
Segmentation-Based motion with occlusions using graph-cut optimization
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
Automatic moving object segmentation with accurate boundaries
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
A bottom up algebraic approach to motion segmentation
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
Extraction of layers of similar motion through combinatorial techniques
EMMCVPR'05 Proceedings of the 5th international conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
A generative model of dense optical flow in layers
SCVMA'04 Proceedings of the First international conference on Spatial Coherence for Visual Motion Analysis
Multi-object reconstruction from dynamic scenes: An object-centered approach
Computer Vision and Image Understanding
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Representing and modeling the motion and spatial support of multiple objects and surfaces from motion video sequences is an important intermediate step towards dynamic image understanding. One such representation, called layered representation, has recently been proposed. Although a number of algorithms have been developed for computing these representations, there has not been a consolidated effort into developing a precise mathematical formulation of the problem. This paper presents one such formulation based on maximum likelihood estimation (MLE) of mixture models and the minimum description length (MDL) encoding principle. The three major issues in layered motion representation are: (i) how many motion models adequately describe image motion, (ii) what are the motion model parameters, and (iii) what is the spatial support layer for each motion model.