Multi-view Player Action Recognition in Soccer Games
MIRAGE '09 Proceedings of the 4th International Conference on Computer Vision/Computer Graphics CollaborationTechniques
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Recognizing Human Actions Using Silhouette-based HMM
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
Creating Human Activity Recognition Systems Using Pareto-based Multiobjective Optimization
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Localizing and recognizing action unit using position information of local feature
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Fast detection of retail fraud using polar touch buttons
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Statistical motion information extraction and representation for semantic video analysis
IEEE Transactions on Circuits and Systems for Video Technology
RVM-based human action classification in crowd through projection and star skeletonization
Journal on Image and Video Processing - Special issue on video-based modeling, analysis, and recognition of human motion
Variable silhouette energy image representations for recognizing human actions
Image and Vision Computing
A survey on vision-based human action recognition
Image and Vision Computing
Fusion of movement specific human identification experts
BioID_MultiComm'09 Proceedings of the 2009 joint COST 2101 and 2102 international conference on Biometric ID management and multimodal communication
Human identification from human movements
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
An efficient Bayesian framework for on-line action recognition
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Integrating RFID on event-based hemispheric imaging for internet of things assistive applications
Proceedings of the 3rd International Conference on PErvasive Technologies Related to Assistive Environments
Trajectory classification using switched dynamical hidden Markov models
IEEE Transactions on Image Processing
Detecting and discriminating behavioural anomalies
Pattern Recognition
Modeling and recognition of complex multi-person interactions in video
Proceedings of the 1st ACM international workshop on Multimodal pervasive video analysis
Feature representations for the recognition of 3D emblematic gestures
HBU'10 Proceedings of the First international conference on Human behavior understanding
Vision, logic, and language - toward analyzable encompassing systems
KI'10 Proceedings of the 33rd annual German conference on Advances in artificial intelligence
Towards high-level human activity recognition through computer vision and temporal logic
KI'10 Proceedings of the 33rd annual German conference on Advances in artificial intelligence
Efficient foreground layer extraction in video
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Modeling temporal structure of decomposable motion segments for activity classification
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
Activity recognition by integrating the physics of motion with a neuromorphic model of perception
WMVC'09 Proceedings of the 2009 international conference on Motion and video computing
Query-based retrieval of complex activities using "strings of motion-words"
WMVC'09 Proceedings of the 2009 international conference on Motion and video computing
View independent recognition of human-vehicle interactions using 3-D models
WMVC'09 Proceedings of the 2009 international conference on Motion and video computing
Human activity analysis: A review
ACM Computing Surveys (CSUR)
The human action image and its application to motion recognition
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
Physics-based activity modelling in phase space
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
Exploiting acoustic source localization for context classification in smart environments
AmI'10 Proceedings of the First international joint conference on Ambient intelligence
Novel kernel-based recognizers of human actions
EURASIP Journal on Advances in Signal Processing - Special issue on video analysis for human behavior understanding
UIC'10 Proceedings of the 7th international conference on Ubiquitous intelligence and computing
HMM based action recognition with projection histogram features
ICPR'10 Proceedings of the 20th International conference on Recognizing patterns in signals, speech, images, and videos
Video event detection as matching of spatiotemporal projection
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part III
Human behavior analysis at a point of sale
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part III
Behavioural analysis with movement cluster model for concurrent actions
Journal on Image and Video Processing - Special issue on advanced video-based surveillance
Learning human action sequence style from video for transfer to 3D game characters
MIG'10 Proceedings of the Third international conference on Motion in games
Generative group activity analysis with quaternion descriptor
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part II
Unsupervised action classification using space-time link analysis
Journal on Image and Video Processing
Unusual activity detection for video surveillance
Proceedings of the First International Conference on Intelligent Interactive Technologies and Multimedia
Stochastic Representation and Recognition of High-Level Group Activities
International Journal of Computer Vision
Discovery of high-level tasks in the operating room
Journal of Biomedical Informatics
Recognition of human activities
IWCIA'11 Proceedings of the 14th international conference on Combinatorial image analysis
Time handling for real-time progressive activity recognition
Proceedings of the 2011 international workshop on Situation activity & goal awareness
Activity recognition: an evolutionary ensembles approach
Proceedings of the 2011 international workshop on Situation activity & goal awareness
Will the pedestrian cross?: probabilistic path prediction based on learned motion features
DAGM'11 Proceedings of the 33rd international conference on Pattern recognition
Modeling multi-object activities in phase space
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume Part I
Handling complex events in surveillance tasks
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing - Volume Part II
Practical computer vision: example techniques and challenges
IBM Journal of Research and Development
Human action recognition using Pose-based discriminant embedding
Image Communication
Multi-view human movement recognition based on fuzzy distances and linear discriminant analysis
Computer Vision and Image Understanding
Review: Situation identification techniques in pervasive computing: A review
Pervasive and Mobile Computing
Multimodal recognition of reading activity in transit using body-worn sensors
ACM Transactions on Applied Perception (TAP)
Action recognition via bio-inspired features: The richness of center-surround interaction
Computer Vision and Image Understanding
Chapter 8: multimedia and multimodal information retrieval
Search Computing
Hierarchical activity recognition using automatically clustered actions
AmI'11 Proceedings of the Second international conference on Ambient Intelligence
International Journal of Computational Vision and Robotics
Human activity modeling as brownian motion on shape manifold
SSVM'11 Proceedings of the Third international conference on Scale Space and Variational Methods in Computer Vision
Representing feature quantization approach using spatial-temporal relation for action recognition
PerMIn'12 Proceedings of the First Indo-Japan conference on Perception and Machine Intelligence
Instructing people for training gestural interactive systems
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
A review on vision techniques applied to Human Behaviour Analysis for Ambient-Assisted Living
Expert Systems with Applications: An International Journal
A semantic-based probabilistic approach for real-time video event recognition
Computer Vision and Image Understanding
The thinking eye is only half the story: high-level semantic video surveillance
Information Polity - Special issue on Part 1: Revisiting the Surveillance Camera Revolution: Issues of Governance and Public Policy
MLDM'12 Proceedings of the 8th international conference on Machine Learning and Data Mining in Pattern Recognition
Centinela: A human activity recognition system based on acceleration and vital sign data
Pervasive and Mobile Computing
Journal of Biomedical Informatics
Recognizing water-based activities in the home through infrastructure-mediated sensing
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
International Workshop on Situation, Activity and Goal Awareness (SAGAware 2012)
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
USC-HAD: a daily activity dataset for ubiquitous activity recognition using wearable sensors
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Human activity modeling on shape manifold
EG 3DOR'11 Proceedings of the 4th Eurographics conference on 3D Object Retrieval
Information Sciences: an International Journal
Model-based recognition of human actions by trajectory matching in phase spaces
Image and Vision Computing
Exploiting eye-hand coordination to detect grasping movements
Image and Vision Computing
Rule-based high-level situation recognition from incomplete tracking data
RuleML'12 Proceedings of the 6th international conference on Rules on the Web: research and applications
Trajectory-Based modeling of human actions with motion reference points
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Motion interchange patterns for action recognition in unconstrained videos
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Real time detection of social interactions in surveillance video
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Automatic imitation assessment in interaction
HBU'12 Proceedings of the Third international conference on Human Behavior Understanding
EEM: evolutionary ensembles model for activity recognition in Smart Homes
Applied Intelligence
Evaluating the impact of frame rate on video based human action recognition
Proceedings of the 27th Conference on Image and Vision Computing New Zealand
Action recognition using linear dynamic systems
Pattern Recognition
A hybrid HMM/ANN model for activity recognition in the home using binary sensors
IWAAL'12 Proceedings of the 4th international conference on Ambient Assisted Living and Home Care
Proceedings of the conference on Wireless Health
The co-attention model for tiny activity analysis
Neurocomputing
Information Sciences: an International Journal
A survey of video datasets for human action and activity recognition
Computer Vision and Image Understanding
Tracking in object action space
Computer Vision and Image Understanding
A line based pose representation for human action recognition
Image Communication
Egocentric activity monitoring and recovery
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
A comparative study of encoding, pooling and normalization methods for action recognition
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Vector field analysis for multi-object behavior modeling
Image and Vision Computing
Folk dance recognition using a bag of words approach and ISA/STIP features
Proceedings of the 6th Balkan Conference in Informatics
A tutorial on human activity recognition using body-worn inertial sensors
ACM Computing Surveys (CSUR)
Large-scale multimedia content analysis using scientific workflows
Proceedings of the 21st ACM international conference on Multimedia
Online human gesture recognition from motion data streams
Proceedings of the 21st ACM international conference on Multimedia
Application of 3D-wavelet statistics to video analysis
Multimedia Tools and Applications
Modeling multi-object interactions using "string of feature graphs"
Computer Vision and Image Understanding
Large scale continuous visual event recognition using max-margin Hough transformation framework
Computer Vision and Image Understanding
Discriminative two-level feature selection for realistic human action recognition
Journal of Visual Communication and Image Representation
Exploring STIP-based models for recognizing human interactions in TV videos
Pattern Recognition Letters
Kernel analysis on Grassmann manifolds for action recognition
Pattern Recognition Letters
Structured analysis of the ISI Atomic Pair Actions dataset using workflows
Pattern Recognition Letters
Silhouette-based human action recognition using sequences of key poses
Pattern Recognition Letters
Ontology-based Activity Recognition Framework and Services
Proceedings of International Conference on Information Integration and Web-based Applications & Services
Editor's Choice Article: Human activity recognition in videos using a single example
Image and Vision Computing
ACM Transactions on Interactive Intelligent Systems (TiiS)
Multimedia Tools and Applications
Depth sensor assisted real-time gesture recognition for interactive presentation
Journal of Visual Communication and Image Representation
Journal of Visual Communication and Image Representation
Dynamic sensor data segmentation for real-time knowledge-driven activity recognition
Pervasive and Mobile Computing
Human interaction categorization by using audio-visual cues
Machine Vision and Applications
A method of abnormal habits recognition in intelligent space
Engineering Applications of Artificial Intelligence
Journal of Ambient Intelligence and Smart Environments - Design and Deployment of Intelligent Environments
Intelligent Decision Technologies
Recognizing activities in multiple views with fusion of frame judgments
Image and Vision Computing
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The past decade has witnessed a rapid proliferation of video cameras in all walks of life and has resulted in a tremendous explosion of video content. Several applications such as content-based video annotation and retrieval, highlight extraction and video summarization require recognition of the activities occurring in the video. The analysis of human activities in videos is an area with increasingly important consequences from security and surveillance to entertainment and personal archiving. Several challenges at various levels of processing-robustness against errors in low-level processing, view and rate-invariant representations at midlevel processing and semantic representation of human activities at higher level processing-make this problem hard to solve. In this review paper, we present a comprehensive survey of efforts in the past couple of decades to address the problems of representation, recognition, and learning of human activities from video and related applications. We discuss the problem at two major levels of complexity: 1) "actions" and 2) "activities." "Actions" are characterized by simple motion patterns typically executed by a single human. "Activities" are more complex and involve coordinated actions among a small number of humans. We will discuss several approaches and classify them according to their ability to handle varying degrees of complexity as interpreted above. We begin with a discussion of approaches to model the simplest of action classes known as atomic or primitive actions that do not require sophisticated dynamical modeling. Then, methods to model actions with more complex dynamics are discussed. The discussion then leads naturally to methods for higher level representation of complex activities.