Learning to track 3D human motion from silhouettes
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Efficient Shape Matching Using Shape Contexts
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning silhouette features for control of human motion
ACM Transactions on Graphics (TOG)
Sit straight (and tell me what I did today): a human posture alarm and activity summarization system
CARPE '05 Proceedings of the 2nd ACM workshop on Continuous archival and retrieval of personal experiences
Recovering 3D Human Pose from Monocular Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
Proceedings of the 11th international conference on Intelligent user interfaces
A Model-Based Approach for Estimating Human 3D Poses in Static Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
Computational studies of human motion: part 1, tracking and motion synthesis
Foundations and Trends® in Computer Graphics and Vision
Non-parametric and light-field deformable models
Computer Vision and Image Understanding
Silhouette lookup for monocular 3D pose tracking
Image and Vision Computing
A survey of advances in vision-based human motion capture and analysis
Computer Vision and Image Understanding - Special issue on modeling people: Vision-based understanding of a person's shape, appearance, movement, and behaviour
Human body pose detection using Bayesian spatio-temporal templates
Computer Vision and Image Understanding - Special issue on modeling people: Vision-based understanding of a person's shape, appearance, movement, and behaviour
Viewpoint invariant exemplar-based 3D human tracking
Computer Vision and Image Understanding - Special issue on modeling people: Vision-based understanding of a person's shape, appearance, movement, and behaviour
Nonlinear manifold learning for dynamic shape and dynamic appearance
Computer Vision and Image Understanding
The Pyramid Match Kernel: Efficient Learning with Sets of Features
The Journal of Machine Learning Research
Estimating 3D hand pose using hierarchical multi-label classification
Image and Vision Computing
Vision-based human motion analysis: An overview
Computer Vision and Image Understanding
Image alignment and stitching: a tutorial
Foundations and Trends® in Computer Graphics and Vision
Learning to Transform Time Series with a Few Examples
IEEE Transactions on Pattern Analysis and Machine Intelligence
BM3E: Discriminative Density Propagation for Visual Tracking
IEEE Transactions on Pattern Analysis and Machine Intelligence
BoostMap: An Embedding Method for Efficient Nearest Neighbor Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Camera calibration from human motion
Image and Vision Computing
Pose estimation and tracking using multivariate regression
Pattern Recognition Letters
Simultaneous Segmentation and Pose Estimation of Humans Using Dynamic Graph Cuts
International Journal of Computer Vision
Nearest neighbor search methods for handshape recognition
Proceedings of the 1st international conference on PErvasive Technologies Related to Assistive Environments
Body-Part Templates for Recovery of 2D Human Poses under Occlusion
AMDO '08 Proceedings of the 5th international conference on Articulated Motion and Deformable Objects
A 3D Shape Descriptor for Human Pose Recovery
AMDO '08 Proceedings of the 5th international conference on Articulated Motion and Deformable Objects
Learning to hash: forgiving hash functions and applications
Data Mining and Knowledge Discovery
Fast nonparametric belief propagation for real-time stereo articulated body tracking
Computer Vision and Image Understanding
Tracking with Dynamic Hidden-State Shape Models
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Pattern Recognition Letters
Dynamic shape outlier detection for human locomotion
Computer Vision and Image Understanding
Recovery of upper body poses in static images based on joints detection
Pattern Recognition Letters
Real-Time Body Pose Recognition Using 2D or 3D Haarlets
International Journal of Computer Vision
A Single Camera Motion Capture System for Human-Computer Interaction
IEICE - Transactions on Information and Systems
Real-time hand-tracking with a color glove
ACM SIGGRAPH 2009 papers
Video synchronization from human motion using rank constraints
Computer Vision and Image Understanding
Analyzing Gait Using a Time-of-Flight Camera
SCIA '09 Proceedings of the 16th Scandinavian Conference on Image Analysis
Self-Organizing Maps for Pose Estimation with a Time-of-Flight Camera
Dyn3D '09 Proceedings of the DAGM 2009 Workshop on Dynamic 3D Imaging
Analysis of Gait Using a Treadmill and a Time-of-Flight Camera
Dyn3D '09 Proceedings of the DAGM 2009 Workshop on Dynamic 3D Imaging
Single-Frame 3D Human Pose Recovery from Multiple Views
Proceedings of the 31st DAGM Symposium on Pattern Recognition
Vision-based human pose estimation for pervasive computing
AMC '09 Proceedings of the 2009 workshop on Ambient media computing
Constructing ensembles of classifiers by means of weighted instance selection
IEEE Transactions on Neural Networks
Applying Chaotic Particle Swarm Optimization to the Template Matching Problem
ISICA '09 Proceedings of the 4th International Symposium on Advances in Computation and Intelligence
3D voxel based online human pose estimation via robust and efficient hashing
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
Learning 3-D object orientation from images
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
3D Human Motion Tracking with a Coordinated Mixture of Factor Analyzers
International Journal of Computer Vision
Twin Gaussian Processes for Structured Prediction
International Journal of Computer Vision
International Journal of Computer Vision
Coupled Visual and Kinematic Manifold Models for Tracking
International Journal of Computer Vision
Physics-Based Person Tracking Using the Anthropomorphic Walker
International Journal of Computer Vision
Silhouette representation and matching for 3D pose discrimination - A comparative study
Image and Vision Computing
Pose estimation of multiple people using contour features from multiple laser range finders
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Visual tracking of independently moving body and arms
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Local feature hashing for face recognition
BTAS'09 Proceedings of the 3rd IEEE international conference on Biometrics: Theory, applications and systems
Patch-based pose inference with a mixture of density estimators
AMFG'07 Proceedings of the 3rd international conference on Analysis and modeling of faces and gestures
Efficient search in document image collections
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Converting thermal infrared face images into normal gray-level images
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
Boosted multiple deformable trees for parsing human poses
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Efficient upper body pose estimation from a single image or a sequence
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Recognizing activities with multiple cues
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Hierarchical vibrations for part-based recognition of complex objects
Pattern Recognition
Gaussian process latent variable models for human pose estimation
MLMI'07 Proceedings of the 4th international conference on Machine learning for multimodal interaction
A software pipeline for 3D animation generation using mocap data and commercial shape models
Proceedings of the ACM International Conference on Image and Video Retrieval
Advances in view-invariant human motion analysis: a review
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Self-taught hashing for fast similarity search
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Kinematic self retargeting: A framework for human pose estimation
Computer Vision and Image Understanding
Image segmentation with patch-pair density priors
Proceedings of the international conference on Multimedia
Visual object-action recognition: Inferring object affordances from human demonstration
Computer Vision and Image Understanding
BRIEF: binary robust independent elementary features
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part IV
Learning object detection from a small number of examples: the importance of good features
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
BoostMap: a method for efficient approximate similarity rankings
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Recovering human body configurations: combining segmentation and recognition
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Proposal maps driven MCMC for estimating human body pose in static images
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Inferring 3D body pose from silhouettes using activity manifold learning
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
3D human pose from silhouettes by relevance vector regression
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Monocular human pose tracking using multi frame part dynamics
WMVC'09 Proceedings of the 2009 international conference on Motion and video computing
Error-correcting output hashing in fast similarity search
ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
3D human pose recovery from image by efficient visual feature selection
Computer Vision and Image Understanding
Finding human poses in videos using concurrent matching and segmentation
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part I
Human pose estimation using exemplars and part based refinement
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
Latent gaussian mixture regression for human pose estimation
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Homeomorphic manifold analysis: learning decomposable generative models for human motion analysis
WDV'05/WDV'06/ICCV'05/ECCV'06 Proceedings of the 2005/2006 international conference on Dynamical vision
Lost in binarization: query-adaptive ranking for similar image search with compact codes
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Composite hashing with multiple information sources
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
Efficient and robust shape matching for model based human motion capture
DAGM'11 Proceedings of the 33rd international conference on Pattern recognition
Segmentation-free, area-based articulated object tracking
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part I
Hypergraph spectral hashing for similarity search of social image
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Nonparametric density estimation for human pose tracking
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
Predicting 3d people from 2d pictures
AMDO'06 Proceedings of the 4th international conference on Articulated Motion and Deformable Objects
Monocular tracking with a mixture of view-dependent learned models
AMDO'06 Proceedings of the 4th international conference on Articulated Motion and Deformable Objects
A video-driven approach to continuous human motion synthesis
CGI'06 Proceedings of the 24th international conference on Advances in Computer Graphics
Pattern Recognition Letters
A local basis representation for estimating human pose from cluttered images
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
Inferring 3d body pose from uncalibrated video
RoboCup 2005
Multi-view 3D Human Pose Estimation in Complex Environment
International Journal of Computer Vision
Multivariate relevance vector machines for tracking
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
Human pose tracking using multi-level structured models
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
Continuous body and hand gesture recognition for natural human-computer interaction
ACM Transactions on Interactive Intelligent Systems (TiiS) - Special Issue on Affective Interaction in Natural Environments
Human pose estimation from polluted silhouettes using sub-manifold voting strategy
IWICPAS'06 Proceedings of the 2006 Advances in Machine Vision, Image Processing, and Pattern Analysis international conference on Intelligent Computing in Pattern Analysis/Synthesis
Estimating human pose from occluded images
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part I
Temporal-Spatial local gaussian process experts for human pose estimation
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part I
POSECUT: simultaneous segmentation and 3D pose estimation of humans using dynamic graph-cuts
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part II
Loose-limbed People: Estimating 3D Human Pose and Motion Using Non-parametric Belief Propagation
International Journal of Computer Vision
A review on vision techniques applied to Human Behaviour Analysis for Ambient-Assisted Living
Expert Systems with Applications: An International Journal
Fast Human Pose Detection Using Randomized Hierarchical Cascades of Rejectors
International Journal of Computer Vision
Learning binary codes for collaborative filtering
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
A probabilistic model for multimodal hash function learning
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Full body motion tracking in monocular images using particle swarm optimization
ICAISC'12 Proceedings of the 11th international conference on Artificial Intelligence and Soft Computing - Volume Part I
Combining skeletal pose with local motion for human activity recognition
AMDO'12 Proceedings of the 7th international conference on Articulated Motion and Deformable Objects
SHREC'10 track: robust shape retrieval
EG 3DOR'10 Proceedings of the 3rd Eurographics conference on 3D Object Retrieval
Submodular video hashing: a unified framework towards video pooling and indexing
Proceedings of the 20th ACM international conference on Multimedia
Real-time human pose recognition in parts from single depth images
Communications of the ACM
Rank hash similarity for fast similarity search
Information Processing and Management: an International Journal
Attribute discovery via predictable discriminative binary codes
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Data-Driven manifolds for outdoor motion capture
Proceedings of the 15th international conference on Theoretical Foundations of Computer Vision: outdoor and large-scale real-world scene analysis
Finding people using scale, rotation and articulation invariant matching
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Reconstructing 3d human pose from 2d image landmarks
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
No bias left behind: covariate shift adaptation for discriminative 3d pose estimation
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Hand pose estimation by combining fingertip tracking and articulated ICP
Proceedings of the 11th ACM SIGGRAPH International Conference on Virtual-Reality Continuum and its Applications in Industry
Image retrieval with query-adaptive hashing
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Pose estimation with motionlet LLC coding
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Dual local consistency hashing with discriminative projections selection
Signal Processing
Least square regularized spectral hashing for similarity search
Signal Processing
Non-parametric hand pose estimation with object context
Image and Vision Computing
Spatial min-Hash for similar image search
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Discriminative hierarchical part-based models for human parsing and action recognition
The Journal of Machine Learning Research
Discriminative fusion of shape and appearance features for human pose estimation
Pattern Recognition
Motion capture and human pose reconstruction from a single-view video sequence
Digital Signal Processing
Temporal segmentation and assignment of successive actions in a long-term video
Pattern Recognition Letters
Multiple feature kernel hashing for large-scale visual search
Pattern Recognition
Optimal Lower Bounds for Locality-Sensitive Hashing (Except When q is Tiny)
ACM Transactions on Computation Theory (TOCT)
Computer Vision and Image Understanding
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Example-based methods are effective for parameter estimationproblems when the underlying system is simple orthe dimensionality of the input is low. For complex andhigh-dimensional problems such as pose estimation, thenumber of required examples and the computational complexityrapidly become prohibitively high. We introduce anew algorithm that learns a set of hashing functions that efficientlyindex examples in a way relevant to a particularestimation task. Our algorithm extends locality-sensitivehashing, a recently developed method to find approximateneighbors in time sublinear in the number of examples. Thismethod depends critically on the choice of hash functions;we show how to find the set of hash functions that are optimallyrelevant to a particular estimation problem. Experimentsdemonstrate that the resulting algorithm, which wecall Parameter-Sensitive Hashing, can rapidly and accuratelyestimate the articulated pose of human figures from alarge database of example images.