Perceptual user interfaces: perceptual intelligence
Communications of the ACM
A Bayesian Computer Vision System for Modeling Human Interactions
IEEE Transactions on Pattern Analysis and Machine Intelligence
Recognition of Visual Activities and Interactions by Stochastic Parsing
IEEE Transactions on Pattern Analysis and Machine Intelligence
Multiobject Behavior Recognition by Event Driven Selective Attention Method
IEEE Transactions on Pattern Analysis and Machine Intelligence
Event Detection and Analysis from Video Streams
IEEE Transactions on Pattern Analysis and Machine Intelligence
Automated Derivation of Primitives for Movement Classification
Autonomous Robots
Modularity and specialized learning: mapping between agent architectures and brain organization
Emergent neural computational architectures based on neuroscience
Multimodal Speaker Detection Using Input/Output Dynamic Bayesian Networks
ICMI '00 Proceedings of the Third International Conference on Advances in Multimodal Interfaces
A Bayesian Computer Vision System for Modeling Human Interaction
ICVS '99 Proceedings of the First International Conference on Computer Vision Systems
Self-Similar Layered Hidden Markov Models
PKDD '01 Proceedings of the 5th European Conference on Principles of Data Mining and Knowledge Discovery
Modularity and Specialized Learning: Mapping between Agent Architectures and Brain Organization
Emergent Neural Computational Architectures Based on Neuroscience - Towards Neuroscience-Inspired Computing
Vision-Based Gesture Recognition: A Review
GW '99 Proceedings of the International Gesture Workshop on Gesture-Based Communication in Human-Computer Interaction
HUC '99 Proceedings of the 1st international symposium on Handheld and Ubiquitous Computing
Understanding Human Behaviors Based on Eye-Head-Hand Coordination
BMCV '02 Proceedings of the Second International Workshop on Biologically Motivated Computer Vision
Imitation in animals and artifacts
Learning temporal, relational, force-dynamic event definitions from video
Eighteenth national conference on Artificial intelligence
Recognizing multitasked activities from video using stochastic context-free grammar
Eighteenth national conference on Artificial intelligence
Human Action Detection Using PNF Propagation of Temporal Constraints
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
Towards the Computational Perception of Action
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
Layered Representations for Human Activity Recognition
ICMI '02 Proceedings of the 4th IEEE International Conference on Multimodal Interfaces
Proceedings of the 5th international conference on Multimodal interfaces
Reconstructing force-dynamic models from video sequences
Artificial Intelligence
Presiding over accidents: system direction of human action
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
GroupMedia: distributed multi-modal interfaces
Proceedings of the 6th international conference on Multimodal interfaces
Layered representations for learning and inferring office activity from multiple sensory channels
Computer Vision and Image Understanding - Special issue on event detection in video
A multi-modal system for the retrieval of semantic video events
Computer Vision and Image Understanding - Special issue on event detection in video
Common Visual Cues for Sports Highlights Modeling
Multimedia Tools and Applications
A Model (In)Validation Approach to Gait Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Fast inference and learning in large-state-space HMMs
ICML '05 Proceedings of the 22nd international conference on Machine learning
View Invariance for Human Action Recognition
International Journal of Computer Vision
Beyond Tracking: Modelling Activity and Understanding Behaviour
International Journal of Computer Vision
Computer Vision and Image Understanding - Special issue: Attention and performance in computer vision
Model Selection for Unsupervised Learning of Visual Context
International Journal of Computer Vision
Unsupervised scene analysis: a hidden Markov model approach
Computer Vision and Image Understanding
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Detecting irregularity in videos using kernel estimation and KD trees
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Sequential inference with reliable observations: learning to construct force-dynamic models
Artificial Intelligence
Conditional models for contextual human motion recognition
Computer Vision and Image Understanding - Special issue on modeling people: Vision-based understanding of a person's shape, appearance, movement, and behaviour
A network of sensor-based framework for automated visual surveillance
Journal of Network and Computer Applications
A coupled HMM approach to video-realistic speech animation
Pattern Recognition
Magpie: online modelling and performance-aware systems
HOTOS'03 Proceedings of the 9th conference on Hot Topics in Operating Systems - Volume 9
IEEE Transactions on Pattern Analysis and Machine Intelligence
Dynamic Bayesian networks for audio-visual speech recognition
EURASIP Journal on Applied Signal Processing
Mixed-state models for nonstationary multiobject activities
EURASIP Journal on Applied Signal Processing
Hidden Conditional Random Fields
IEEE Transactions on Pattern Analysis and Machine Intelligence
Conceptual representations between video signals and natural language descriptions
Image and Vision Computing
Proceedings of the 9th international conference on Multimodal interfaces
Gesture spotting with body-worn inertial sensors to detect user activities
Pattern Recognition
Automatic 3D CBIR on kinematical human motion
CEA'07 Proceedings of the 2007 annual Conference on International Conference on Computer Engineering and Applications
Computer Vision and Image Understanding
Natural interaction in intelligent spaces: Designing for architecture and entertainment
Multimedia Tools and Applications
Activity classification for interactive game interfaces
International Journal of Computer Games Technology - Joint International Conference on Cyber Games and Interactive Entertainment 2006
Recognition of degraded characters using dynamic Bayesian networks
Pattern Recognition
Monitoring human behavior in an assistive environment using multiple views
Proceedings of the 1st international conference on PErvasive Technologies Related to Assistive Environments
A multifactor approach to student model evaluation
User Modeling and User-Adapted Interaction
Human behavior recognition using unconscious cameras and a visible robot in a network robot system
Robotics and Autonomous Systems
Searching for Complex Human Activities with No Visual Examples
International Journal of Computer Vision
Applying Space State Models in Human Action Recognition: A Comparative Study
AMDO '08 Proceedings of the 5th international conference on Articulated Motion and Deformable Objects
Human Behavior Classification Using Multiple Views
SETN '08 Proceedings of the 5th Hellenic conference on Artificial Intelligence: Theories, Models and Applications
Automated detection of unusual events on stairs
Image and Vision Computing
Optimising dynamic graphical models for video content analysis
Computer Vision and Image Understanding
SIFT-Bag kernel for video event analysis
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Categorizing bi-object video activities using bag of segments and causality features
VNBA '08 Proceedings of the 1st ACM workshop on Vision networks for behavior analysis
Linguistic summarization of video for fall detection using voxel person and fuzzy logic
Computer Vision and Image Understanding
Hierarchical group process representation in multi-agent activity recognition
Image Communication
Two-Character Motion Control: Challenge and Promise
Motion in Games
A Hidden Markov Model Approach to Classify and Predict the Sign of Financial Local Trends
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Learning Discriminative Sequence Models from Partially Labelled Data for Activity Recognition
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Joint trajectory tracking and recognition based on bi-directional nonlinear learning
Image and Vision Computing
Histogram of oriented rectangles: A new pose descriptor for human action recognition
Image and Vision Computing
Component-based discriminative classification for hidden Markov models
Pattern Recognition
Human action recognition by feature-reduced Gaussian process classification
Pattern Recognition Letters
A novel sequence representation for unsupervised analysis of human activities
Artificial Intelligence
Unusual Activity Analysis in Video Sequences
RSFDGrC '07 Proceedings of the 11th International Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing
Clustering-Based Construction of Hidden Markov Models for Generative Kernels
EMMCVPR '09 Proceedings of the 7th International Conference on Energy Minimization Methods in Computer Vision and Pattern Recognition
A variational learning algorithm for the abstract hidden Markov model
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 1
Automatic nonverbal analysis of social interaction in small groups: A review
Image and Vision Computing
Journal of Artificial Intelligence Research
Grounding the lexical semantics of verbs in visual perception using force dynamics and event logic
Journal of Artificial Intelligence Research
Hierarchical multi-channel hidden semi Markov models
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Review: The use of pervasive sensing for behaviour profiling - a survey
Pervasive and Mobile Computing
International Journal of Robotics Research
Proceedings of the International Conference on Management of Emergent Digital EcoSystems
Sequential inference with reliable observations: Learning to construct force-dynamic models
Artificial Intelligence
Unsupervised scene analysis: A hidden Markov model approach
Computer Vision and Image Understanding
Computer Vision and Image Understanding - Special issue: Attention and performance in computer vision
Realistic visual speech synthesis based on hybrid concatenation method
IEEE Transactions on Audio, Speech, and Language Processing - Special issue on multimodal processing in speech-based interactions
Incremental learning of statistical motion patterns with growing hidden Markov models
IEEE Transactions on Intelligent Transportation Systems
Hierarchical control models for multimodal process modeling
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Modeling human activity from voxel person using fuzzy logic
IEEE Transactions on Fuzzy Systems
IEEE Transactions on Image Processing
Rate-invariant recognition of humans and their activities
IEEE Transactions on Image Processing
Probabilistic models for concurrent chatting activity recognition
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Recognizing Gestures for Virtual and Real World Interaction
ICVS '09 Proceedings of the 7th International Conference on Computer Vision Systems: Computer Vision Systems
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Probabilistic situation recognition for vehicular traffic scenarios
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
Minimal-latency human action recognition using reliable-inference
Image and Vision Computing
Object relevance weight pattern mining for activity recognition and segmentation
Pervasive and Mobile Computing
Regression-based online situation recognition for vehicular traffic scenarios
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
View-invariant human activity recognition based on shape and motion features
International Journal of Robotics and Automation
On supervision and statistical learning for semantic multimedia analysis
Journal of Visual Communication and Image Representation
A new approach to probabilistic image modeling with multidimensional hidden Markov models
AMR'06 Proceedings of the 4th international conference on Adaptive multimedia retrieval: user, context, and feedback
A Bayesian approach to audio-visual speaker identification
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
Recurrent Bayesian network for the recognition of human behaviors from video
ICVS'03 Proceedings of the 3rd international conference on Computer vision systems
A new probabilistic model for recognizing signs with systematic modulations
AMFG'07 Proceedings of the 3rd international conference on Analysis and modeling of faces and gestures
Multi-view gymnastic activity recognition with fused HMM
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Viewpoint insensitive action recognition using envelop shape
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
Decomposition in hidden Markov models for activity recognition
MCAM'07 Proceedings of the 2007 international conference on Multimedia content analysis and mining
Human action recognition using distribution of oriented rectangular patches
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Characteristic-based descriptors for motion sequence recognition
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
PSO based optimized reliability for robust multimodal speaker identification
CISST'10 Proceedings of the 4th WSEAS international conference on Circuits, systems, signal and telecommunications
Hand gesture recognition based on dynamic Bayesian network framework
Pattern Recognition
Enhanced motion interaction for multimedia applications
Proceedings of the 7th International Conference on Advances in Mobile Computing and Multimedia
Towards an interactive multimedia experience for club music and dance
Proceedings of the 7th International Conference on Advances in Mobile Computing and Multimedia
Journal of Visual Communication and Image Representation
Vs-star: A visual interpretation system for visual surveillance
Pattern Recognition Letters
Detecting and discriminating behavioural anomalies
Pattern Recognition
The "Inverse hollywood problem": from video to scripts and storyboards via causal analysis
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
Anomaly detection over spatiotemporal object using adaptive piecewise model
PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence
Probabilistic models for concurrent chatting activity recognition
ACM Transactions on Intelligent Systems and Technology (TIST)
Recognizing pair-activities by causality analysis
ACM Transactions on Intelligent Systems and Technology (TIST)
Topology estimation of hierarchical hidden Markov models for language models
NLDB'10 Proceedings of the Natural language processing and information systems, and 15th international conference on Applications of natural language to information systems
Detecting unusual activity in video
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Unsupervised discovery of activity correlations using latent topic models
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
Accurate person tracking through changing poses for multi-view action recognition
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
A survey of vision-based methods for action representation, segmentation and recognition
Computer Vision and Image Understanding
Computer Vision and Image Understanding
Subject-independent natural action recognition
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Bayesian fusion of hidden Markov models for understanding bimanual movements
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Hierarchical recognition of daily human actions based on continuous hidden Markov models
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Unsupervised action classification using space-time link analysis
Journal on Image and Video Processing
Learning dynamics for exemplar-based gesture recognition
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Human Action Segmentation and Recognition Using Discriminative Semi-Markov Models
International Journal of Computer Vision
Semantic context inference in multimedia search
The future internet
A shared parameter model for gesture and sub-gesture analysis
IWCIA'11 Proceedings of the 14th international conference on Combinatorial image analysis
Solving multiple-target tracking using adaptive filters
ICIAR'11 Proceedings of the 8th international conference on Image analysis and recognition - Volume Part I
Human behavior clustering for anomaly detection
Frontiers of Computer Science in China
INTERACT'11 Proceedings of the 13th IFIP TC 13 international conference on Human-computer interaction - Volume Part IV
Activity discovery using compressed suffix trees
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing - Volume Part II
Dynamic texture modeling applied on computer vision based fire recognition
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part III
Gaussian Process Dynamical Models for hand gesture interpretation in Sign Language
Pattern Recognition Letters
ACII'11 Proceedings of the 4th international conference on Affective computing and intelligent interaction - Volume Part I
ICMI '11 Proceedings of the 13th international conference on multimodal interfaces
Probabilistic event calculus based on Markov logic networks
RuleML'11 Proceedings of the 5th international conference on Rule-based modeling and computing on the semantic web
Hand gesture recognition with motion tracking on spatial-temporal filtering
Proceedings of the 10th International Conference on Virtual Reality Continuum and Its Applications in Industry
Modeling timing structure in multimedia signals
AMDO'06 Proceedings of the 4th international conference on Articulated Motion and Deformable Objects
Recognize multi-people interaction activity by PCA-HMMs
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
From motion patterns to visual concepts for event analysis in dynamic scenes
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
Key frame-based activity representation using antieigenvalues
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part II
Interacting activity recognition using hierarchical durational-state dynamic bayesian network
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
S-SEER: selective perception in a multimodal office activity recognition system
MLMI'04 Proceedings of the First international conference on Machine Learning for Multimodal Interaction
A comparison of HMMs and dynamic bayesian networks for recognizing office activities
UM'05 Proceedings of the 10th international conference on User Modeling
Human action recognition using non-separable oriented 3D dual-tree complex wavelets
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
Detecting DDoS attacks based on multi-stream fused HMM in source-end network
CANS'06 Proceedings of the 5th international conference on Cryptology and Network Security
Accelerometer based gesture recognition using continuous HMMs
IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part I
Workflow activity monitoring using dynamics of pair-wise qualitative spatial relations
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Survey on classifying human actions through visual sensors
Artificial Intelligence Review
Modeling sequences of user actions for statistical goal recognition
User Modeling and User-Adapted Interaction
Coupled behavior analysis for capturing coupling relationships in group-based market manipulations
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Detection of suspicious behavior from a sparse set of multiagent interactions
Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems - Volume 2
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
Recognizing human activities using a layered markov architecture
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part I
Metaphorical design of feedback interfaces in activity-aware ambient assisted-living applications
IWAAL'12 Proceedings of the 4th international conference on Ambient Assisted Living and Home Care
Robust abandoned object detection integrating wide area visual surveillance and social context
Pattern Recognition Letters
Video content categorization using the double decomposition
Multimedia Tools and Applications
Hierarchical multi-channel hidden semi Markov graphical models for activity recognition
Computer Vision and Image Understanding
Learning and parsing video events with goal and intent prediction
Computer Vision and Image Understanding
Gesture recognition using depth images
Proceedings of the 15th ACM on International conference on multimodal interaction
Anomaly detection in large-scale data stream networks
Data Mining and Knowledge Discovery
One-shot learning gesture recognition from RGB-D data using bag of features
The Journal of Machine Learning Research
Journal of Visual Communication and Image Representation
An analytical framework for event mining in video data
Artificial Intelligence Review
Max-Margin Early Event Detectors
International Journal of Computer Vision
Hi-index | 0.03 |
We present algorithms for coupling and training hidden Markov models (HMMs) to model interacting processes, and demonstrate their superiority to conventional HMMs in a vision task classifying two-handed actions. HMMs are perhaps the most successful framework in perceptual computing for modeling and classifying dynamic behaviors, popular because they offer dynamic time warping, a training algorithm and a clear Bayesian semantics. However the Markovian framework makes strong restrictive assumptions about the system generating the signal-that it is a single process having a small number of states and an extremely limited state memory. The single-process model is often inappropriate for vision (and speech) applications, resulting in low ceilings on model performance. Coupled HMMs provide an efficient way to resolve many of these problems, and offer superior training speeds, model likelihoods, and robustness to initial conditions.