A State-Based Approach to the Representation and Recognition of Gesture
IEEE Transactions on Pattern Analysis and Machine Intelligence
The visual analysis of human movement: a survey
Computer Vision and Image Understanding
Human motion analysis: a review
Computer Vision and Image Understanding
A framework for recognizing multi-agent action from visual evidence
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
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
The Recognition of Human Movement Using Temporal Templates
IEEE Transactions on Pattern Analysis and Machine 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
GROUP BEHAVIOR RECOGNITION WITH MULTIPLE CAMERAS
WACV '02 Proceedings of the Sixth IEEE Workshop on Applications of Computer Vision
Recognition of human body motion using phase space constraints
ICCV '95 Proceedings of the Fifth International Conference on Computer Vision
Layered Representations for Human Activity Recognition
ICMI '02 Proceedings of the 4th IEEE International Conference on Multimodal Interfaces
Real-time American Sign Language recognition from video using hidden Markov models
ISCV '95 Proceedings of the International Symposium on Computer Vision
Object Recognition from Local Scale-Invariant Features
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
Parameterized Modeling and Recognition of Activities
ICCV '98 Proceedings of the Sixth International Conference on Computer Vision
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Recognition of Group Activities using Dynamic Probabilistic Networks
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Recognizing Action at a Distance
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Recognizing Human Actions: A Local SVM Approach
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 3 - Volume 03
Representation and Recognition of Events in Surveillance Video Using Petri Nets
CVPRW '04 Proceedings of the 2004 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'04) Volume 7 - Volume 07
An Ontology for Video Event Representation
CVPRW '04 Proceedings of the 2004 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'04) Volume 7 - Volume 07
Video-based event recognition: activity representation and probabilistic recognition methods
Computer Vision and Image Understanding - Special issue on event detection in video
Space-Time Behavior Based Correlation
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Actions Sketch: A Novel Action Representation
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1 - Volume 01
Exploring the Space of a Human Action
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1 - Volume 01
Recognizing Human Actions in Videos Acquired by Uncalibrated Moving Cameras
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1 - Volume 01
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision - Volume 2
Detecting group activities using rigidity of formation
Proceedings of the 13th annual ACM international conference on Multimedia
The Function Space of an Activity
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 1
Successive Convex Matching for Action Detection
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Recognition of Composite Human Activities through Context-Free Grammar Based Representation
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Attribute Grammar-Based Event Recognition and Anomaly Detection
CVPRW '06 Proceedings of the 2006 Conference on Computer Vision and Pattern Recognition Workshop
Activity Recognition from Silhouettes using Linear Systems and Model (In)validation Techniques
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 01
Detection of Fence Climbing from Monocular Video
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 01
Semantic Understanding of Continued and Recursive Human Activities
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 01
Behavior recognition via sparse spatio-temporal features
ICCCN '05 Proceedings of the 14th International Conference on Computer Communications and Networks
Recovering the Basic Structure of Human Activities from a Video-Based Symbol String
WMVC '07 Proceedings of the IEEE Workshop on Motion and Video Computing
Coupled Hidden Semi Markov Models for Activity Recognition
WMVC '07 Proceedings of the IEEE Workshop on Motion and Video Computing
A 3-dimensional sift descriptor and its application to action recognition
Proceedings of the 15th international conference on Multimedia
Unsupervised Learning of Human Action Categories Using Spatial-Temporal Words
International Journal of Computer Vision
Real-time human action recognition by luminance field trajectory analysis
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Event Modeling and Recognition Using Markov Logic Networks
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part II
Semantic Representation and Recognition of Continued and Recursive Human Activities
International Journal of Computer Vision
Stationary target detection using the objectvideo surveillance system
AVSS '07 Proceedings of the 2007 IEEE Conference on Advanced Video and Signal Based Surveillance
Detection of abandoned objects in crowded environments
AVSS '07 Proceedings of the 2007 IEEE Conference on Advanced Video and Signal Based Surveillance
Recognition of High-level Group Activities Based on Activities of Individual Members
WMVC '08 Proceedings of the 2008 IEEE Workshop on Motion and video Computing
Spatial-Temporal correlatons for unsupervised action classification
WMVC '08 Proceedings of the 2008 IEEE Workshop on Motion and video Computing
CASEE: a hierarchical event representation for the analysis of videos
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
Grounding the lexical semantics of verbs in visual perception using force dynamics and event logic
Journal of Artificial Intelligence Research
Automatic video interpretation: a novel algorithm for temporal scenario recognition
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Propagation networks for recognition of partially ordered sequential action
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Modeling individual and group actions in meetings with layered HMMs
IEEE Transactions on Multimedia
Group Interaction Analysis in Dynamic Context
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
On temporal logic programming using Petri nets
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Modeling and recognition of hand gesture using colored Petri nets
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Machine Recognition of Human Activities: A Survey
IEEE Transactions on Circuits and Systems for Video Technology
Recognition of human activities
IWCIA'11 Proceedings of the 14th international conference on Combinatorial image analysis
Human group activity analysis with fusion of motion and appearance information
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Instructing people for training gestural interactive systems
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
A real-time algorithm based on triaxial accelerometer for the detection of human activity state
Proceedings of the 6th International Conference on Body Area Networks
A semantic-based probabilistic approach for real-time video event recognition
Computer Vision and Image Understanding
Coupled Action Recognition and Pose Estimation from Multiple Views
International Journal of Computer Vision
Toward a unified framework of motion understanding
Image and Vision Computing
Interactive event detection in crowd scenes
Proceedings of the 4th International Conference on Internet Multimedia Computing and Service
Browsing interaction events in recordings of small group activities via multimedia operators
Proceedings of the 18th Brazilian symposium on Multimedia and the web
Action recognition for human-marionette interaction
Proceedings of the 20th ACM international conference on Multimedia
What is happening: annotating images with verbs
Proceedings of the 20th ACM international conference on Multimedia
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
Human activities as stochastic kronecker graphs
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Learning to recognize unsuccessful activities using a two-layer latent structural model
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
Team activity recognition in sports
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
Visual code-sentences: a new video representation based on image descriptor sequences
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part I
An efficient approach for multi-view human action recognition based on bag-of-key-poses
HBU'12 Proceedings of the Third international conference on Human Behavior Understanding
An improved method of action recognition based on sparse spatio-temporal features
AIMSA'12 Proceedings of the 15th international conference on Artificial Intelligence: methodology, systems, and applications
The role of spatial context in activity recognition
Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing
Evaluating the impact of frame rate on video based human action recognition
Proceedings of the 27th Conference on Image and Vision Computing New Zealand
International Journal of Computer Vision
LMA based emotional motion representation using RGB-D camera
Proceedings of the 8th ACM/IEEE international conference on Human-robot interaction
Realtime pointing gesture recognition and applications in multi-user interaction
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part I
MPRSS'12 Proceedings of the First international conference on Multimodal Pattern Recognition of Social Signals in Human-Computer-Interaction
A survey of video datasets for human action and activity recognition
Computer Vision and Image Understanding
An information retrieval approach to identifying infrequent events in surveillance video
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Tagging human activities in video by crowdsourcing
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Online action recognition by template matching
HIS'13 Proceedings of the second international conference on Health Information Science
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
ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
Combining embedded accelerometers with computer vision for recognizing food preparation activities
Proceedings of the 2013 ACM international joint conference on Pervasive and ubiquitous computing
A tutorial on human activity recognition using body-worn inertial sensors
ACM Computing Surveys (CSUR)
Human nonverbal behavior multi-sourced ontological annotation
Proceedings of the International Workshop on Video and Image Ground Truth in Computer Vision Applications
Large-scale multimedia content analysis using scientific workflows
Proceedings of the 21st ACM international conference on Multimedia
Exploring discriminative pose sub-patterns for effective action classification
Proceedings of the 21st ACM international conference on Multimedia
Human activities recognition using depth images
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
Human action recognition with salient trajectories
Signal Processing
A cognitive assistive system for monitoring the use of home medical devices
Proceedings of the 1st ACM international workshop on Multimedia indexing and information retrieval for healthcare
Knives are picked before slices are cut: recognition through activity sequence analysis
Proceedings of the 5th international workshop on Multimedia for cooking & eating activities
User-adaptive models for recognizing food preparation activities
Proceedings of the 5th international workshop on Multimedia for cooking & eating activities
Video event description in scene context
Neurocomputing
Object class detection: A survey
ACM Computing Surveys (CSUR)
A survey on ontologies for human behavior recognition
ACM Computing Surveys (CSUR)
Personal driving diary: Automated recognition of driving events from first-person videos
Computer Vision and Image Understanding
Large scale continuous visual event recognition using max-margin Hough transformation framework
Computer Vision and Image Understanding
Ongoing human action recognition with motion capture
Pattern Recognition
Fast action recognition using negative space features
Expert Systems with Applications: An International Journal
Human action recognition using hull convexity defect features with multi-modality setups
Pattern Recognition Letters
A survey of human motion analysis using depth imagery
Pattern Recognition Letters
Structured analysis of the ISI Atomic Pair Actions dataset using workflows
Pattern Recognition Letters
Multiple scale-specific representations for improved human action recognition
Pattern Recognition Letters
Silhouette-based human action recognition using sequences of key poses
Pattern Recognition Letters
Advanced Engineering Informatics
Journal of Visual Communication and Image Representation
Pose-based human action recognition via sparse representation in dissimilarity space
Journal of Visual Communication and Image Representation
Language-motivated approaches to action recognition
The Journal of Machine Learning Research
Keep it simple and sparse: real-time action recognition
The Journal of Machine Learning Research
Matching mixtures of curves for human action recognition
Computer Vision and Image Understanding
Action recognition using 3D DAISY descriptor
Machine Vision and Applications
Journal of Ambient Intelligence and Smart Environments - Design and Deployment of Intelligent Environments
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Human activity recognition is an important area of computer vision research. Its applications include surveillance systems, patient monitoring systems, and a variety of systems that involve interactions between persons and electronic devices such as human-computer interfaces. Most of these applications require an automated recognition of high-level activities, composed of multiple simple (or atomic) actions of persons. This article provides a detailed overview of various state-of-the-art research papers on human activity recognition. We discuss both the methodologies developed for simple human actions and those for high-level activities. An approach-based taxonomy is chosen that compares the advantages and limitations of each approach. Recognition methodologies for an analysis of the simple actions of a single person are first presented in the article. Space-time volume approaches and sequential approaches that represent and recognize activities directly from input images are discussed. Next, hierarchical recognition methodologies for high-level activities are presented and compared. Statistical approaches, syntactic approaches, and description-based approaches for hierarchical recognition are discussed in the article. In addition, we further discuss the papers on the recognition of human-object interactions and group activities. Public datasets designed for the evaluation of the recognition methodologies are illustrated in our article as well, comparing the methodologies' performances. This review will provide the impetus for future research in more productive areas.