A decision-theoretic generalization of on-line learning and an application to boosting
Journal of Computer and System Sciences - Special issue: 26th annual ACM symposium on the theory of computing & STOC'94, May 23–25, 1994, and second annual Europe an conference on computational learning theory (EuroCOLT'95), March 13–15, 1995
Detection and Recognition of Periodic, Nonrigid Motion
International Journal of Computer Vision
View-Invariant Analysis of Cyclic Motion
International Journal of Computer Vision
The visual analysis of human movement: a survey
Computer Vision and Image Understanding
Human motion analysis: a review
Computer Vision and Image Understanding
Robust Real-Time Periodic Motion Detection, Analysis, and Applications
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Recognition of Human Movement Using Temporal Templates
IEEE Transactions on Pattern Analysis and Machine Intelligence
View-Invariant Representation and Recognition of Actions
International Journal of Computer Vision
Recognizing and Tracking Human Action
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part I
Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Unsupervised Learning of Human Motion
IEEE Transactions on Pattern Analysis and Machine Intelligence
Recognition of Human Action Using Moment-Based Features
Recognition of Human Action Using Moment-Based Features
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
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
Recognizing Human Actions: A Local SVM Approach
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 3 - Volume 03
Histograms of Oriented Gradients for Human Detection
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Hybrid Models for Human Motion Recognition
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'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
Efficient Visual Event Detection Using Volumetric Features
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision (ICCV'05) Volume 1 - Volume 01
TemporalBoost for Event Recognition
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
Matching Shape Sequences in Video with Applications in Human Movement Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
View Invariance for Human Action Recognition
International Journal of Computer Vision
Simultaneous Tracking and Action Recognition using the PCA-HOG Descriptor
CRV '06 Proceedings of the The 3rd Canadian Conference on Computer and Robot Vision
The Function Space of an Activity
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 1
Automatic Discovery of Action Taxonomies from Multiple Views
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Unsupervised Discovery of Action Classes
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Using Bilinear Models for View-invariant Action and Identity Recognition
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Statistical Analysis of Dynamic Actions
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
Improving human activity detection by combining multi-dimensional motion descriptors with boosting
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 01
Informative Shape Representations for Human Action Recognition
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 02
Human action recognition using star skeleton
Proceedings of the 4th ACM international workshop on Video surveillance and sensor networks
Tracking People by Learning Their Appearance
IEEE Transactions on Pattern Analysis and Machine Intelligence
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
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
Matching actions in presence of camera motion
Computer Vision and Image Understanding - Special issue on modeling people: Vision-based understanding of a person's shape, appearance, movement, and behaviour
A general method for human activity recognition in video
Computer Vision and Image Understanding - Special issue on modeling people: Vision-based understanding of a person's shape, appearance, movement, and behaviour
Free viewpoint action recognition using motion history volumes
Computer Vision and Image Understanding - Special issue on modeling people: Vision-based understanding of a person's shape, appearance, movement, and behaviour
Behavior recognition via sparse spatio-temporal features
ICCCN '05 Proceedings of the 14th International Conference on Computer Communications and Networks
Detecting Irregularities in Images and in Video
International Journal of Computer Vision
Multifactor Gaussian process models for style-content separation
Proceedings of the 24th international conference on Machine learning
Proceedings of the 6th ACM international conference on Image and video retrieval
Vision-based human motion analysis: An overview
Computer Vision and Image Understanding
Vision-based hand pose estimation: A review
Computer Vision and Image Understanding
A 3-dimensional sift descriptor and its application to action recognition
Proceedings of the 15th international conference on Multimedia
Hidden Conditional Random Fields
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
Local velocity-adapted motion events for spatio-temporal recognition
Computer Vision and Image Understanding
Real-time 3-D human body tracking using learnt models of behaviour
Computer Vision and Image Understanding
A novel approach for recognition of human actions with semi-global features
Machine Vision and Applications
A differential geometric approach to representing the human actions
Computer Vision and Image Understanding
Computer Vision and Image Understanding
Speeded-Up Robust Features (SURF)
Computer Vision and Image Understanding
Understanding human interactions with track and body synergies (TBS) captured from multiple views
Computer Vision and Image Understanding
Unsupervised Learning of Human Action Categories Using Spatial-Temporal Words
International Journal of Computer Vision
Searching for Complex Human Activities with No Visual Examples
International Journal of Computer Vision
Movie/Script: Alignment and Parsing of Video and Text Transcription
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part IV
Finding Actions Using Shape Flows
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part II
Cross-View Action Recognition from Temporal Self-similarities
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part II
Latent Pose Estimator for Continuous Action Recognition
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part II
An Efficient Dense and Scale-Invariant Spatio-Temporal Interest Point Detector
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
Unsupervised view and rate invariant clustering of video sequences
Computer Vision and Image Understanding
Action Recognition Using a Bio-Inspired Feedforward Spiking Network
International Journal of Computer Vision
Online, Real-time Tracking and Recognition of Human Actions
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
Space-Time Shapelets for Action Recognition
WMVC '08 Proceedings of the 2008 IEEE Workshop on Motion and video Computing
Histogram of oriented rectangles: A new pose descriptor for human action recognition
Image and Vision Computing
Canonical Correlation Analysis of Video Volume Tensors for Action Categorization and Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Action categorization with modified hidden conditional random field
Pattern Recognition
Human Action Recognition by Semilatent Topic Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
Observing Human-Object Interactions: Using Spatial and Functional Compatibility for Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
View-Invariant Action Recognition from Point Triplets
IEEE Transactions on Pattern Analysis and Machine Intelligence
Sparse B-spline polynomial descriptors for human activity recognition
Image and Vision Computing
Monocular Pedestrian Detection: Survey and Experiments
IEEE Transactions on Pattern Analysis and Machine Intelligence
Human Action Recognition in Videos Using Kinematic Features and Multiple Instance Learning
IEEE Transactions on Pattern Analysis and Machine Intelligence
Action recognition for surveillance applications using optic flow and SVM
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
Viewpoint insensitive action recognition using envelop shape
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
Human motion recognition using Isomap and dynamic time warping
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Learning actions using robust string kernels
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
Survey of Pedestrian Detection for Advanced Driver Assistance Systems
IEEE Transactions on Pattern Analysis and Machine Intelligence
View-invariant modeling and recognition of human actions using grammars
WDV'05/WDV'06/ICCV'05/ECCV'06 Proceedings of the 2005/2006 international conference on Dynamical vision
Recognition and segmentation of 3-d human action using HMM and multi-class adaboost
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
Pedestrian Protection Systems: Issues, Survey, and Challenges
IEEE Transactions on Intelligent Transportation Systems
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Spatiotemporal salient points for visual recognition of human actions
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Learning and Matching of Dynamic Shape Manifolds for Human Action Recognition
IEEE Transactions on Image Processing
Machine Recognition of Human Activities: A Survey
IEEE Transactions on Circuits and Systems for Video Technology
Discriminative space-time voting for joint recognition and localization of actions.
Proceedings of the 2nd international workshop on Social signal processing
Challenges of human behavior understanding
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
2D action recognition serves 3D human pose estimation
ECCV'10 Proceedings of the 11th European conference on computer vision conference on Computer vision: Part III
Event detection and recognition for semantic annotation of video
Multimedia Tools and Applications
Arm-hand behaviours modelling: from attention to imitation
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part II
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
Approximate reasoning and finite state machines to the detection of actions in video sequences
International Journal of Approximate Reasoning
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
An unsupervised framework for action recognition using actemes
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
Communications of the ACM
Improving the accuracy of action classification using view-dependent context information
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part II
Feature selection for tracker-less human activity recognition
ICIAR'11 Proceedings of the 8th international conference on Image analysis and recognition - Volume Part I
Automatic human action recognition in videos by graph embedding
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing - Volume Part II
Human action recognition by extracting features from negative space
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing - Volume Part II
Handling complex events in surveillance tasks
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing - Volume Part II
A human action recognition algorithm based on semi-supervised kmeans clustering
Transactions on edutainment VI
Video semantic concept detection using ontology
Proceedings of the Third International Conference on Internet Multimedia Computing and Service
Exploring alternative spatial and temporal dense representations for action recognition
CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part II
Human action recognition based on random spectral regression
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part III
Human action recognition using multiple views: a comparative perspective on recent developments
J-HGBU '11 Proceedings of the 2011 joint ACM workshop on Human gesture and behavior understanding
Eigenspace-based fall detection and activity recognition from motion templates and machine learning
Expert Systems with Applications: An International Journal
Selective spatio-temporal interest points
Computer Vision and Image Understanding
Bayesian filter based behavior recognition in workflows allowing for user feedback
Computer Vision and Image Understanding
Part-based motion descriptor image for human action recognition
Pattern Recognition
Action recognition via bio-inspired features: The richness of center-surround interaction
Computer Vision and Image Understanding
Adaptive integration of multiple cues for contingency detection
HBU'11 Proceedings of the Second international conference on Human Behavior Unterstanding
Characterizing human grasping movements by means of an acceleration sensor
ACC'11/MMACTEE'11 Proceedings of the 13th IASME/WSEAS international conference on Mathematical Methods and Computational Techniques in Electrical Engineering conference on Applied Computing
Action recognition via an improved local descriptor for spatio-temporal features
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing
Using a Product Manifold distance for unsupervised action recognition
Image and Vision Computing
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
Multimedia Tools and Applications
A Self-Training Approach for Visual Tracking and Recognition of Complex Human Activity Patterns
International Journal of Computer Vision
Coupled Action Recognition and Pose Estimation from Multiple Views
International Journal of Computer Vision
ICAISC'12 Proceedings of the 11th international conference on Artificial Intelligence and Soft Computing - Volume Part I
Coaction discovery: segmentation of common actions across multiple videos
Proceedings of the Twelfth International Workshop on Multimedia Data Mining
Fitting distal limb segments for accurate skeletonization in human action recognition
Journal of Ambient Intelligence and Smart Environments
Crowdsourcing micro-level multimedia annotations: the challenges of evaluation and interface
Proceedings of the ACM multimedia 2012 workshop on Crowdsourcing for multimedia
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
In defence of negative mining for annotating weakly labelled data
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
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
Action recognition robust to background clutter by using stereo vision
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part I
Recognizing actions across cameras by exploring the correlated subspace
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part I
Real-Time recognizing human hand gestures
ICIRA'12 Proceedings of the 5th international conference on Intelligent Robotics and Applications - Volume Part III
On recognizing actions in still images via multiple features
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
Human behavior understanding for robotics
HBU'12 Proceedings of the Third international conference on Human Behavior Understanding
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
Automatic imitation assessment in interaction
HBU'12 Proceedings of the Third international conference on Human Behavior Understanding
Reordering video shots for event classification using bag-of-words models and string kernels
Proceedings of the 27th Conference on Image and Vision Computing New Zealand
Evaluating the impact of frame rate on video based human action recognition
Proceedings of the 27th Conference on Image and Vision Computing New Zealand
A framework for combined recognition of actions and objects
ICCVG'12 Proceedings of the 2012 international conference on Computer Vision and Graphics
International Journal of Computer Vision
Action recognition using linear dynamic systems
Pattern Recognition
Image and Vision Computing
Learning discriminative features for fast frame-based action recognition
Pattern Recognition
LMA based emotional motion representation using RGB-D camera
Proceedings of the 8th ACM/IEEE international conference on Human-robot interaction
Human action recognition employing negative space features
Journal of Visual Communication and Image Representation
Probabilistic human interaction understanding
Pattern Recognition Letters
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
Human action recognition optimization based on evolutionary feature subset selection
Proceedings of the 15th annual conference on Genetic and evolutionary computation
STV-based video feature processing for action recognition
Signal Processing
ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
A review of motion analysis methods for human Nonverbal Communication Computing
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
Exploring discriminative pose sub-patterns for effective action classification
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
Application of 3D-wavelet statistics to video analysis
Multimedia Tools and Applications
Human action recognition by fast dense trajectories
Proceedings of the 21st ACM international conference on Multimedia
Behavior recognition from video based on human constrained descriptor and adaptable neural networks
Proceedings of the 4th ACM/IEEE international workshop on Analysis and retrieval of tracked events and motion in imagery stream
A new approach for adaptive background object tracking based on Kalman filter and mean shift
Proceedings of the 2013 Research in Adaptive and Convergent Systems
A survey on ontologies for human behavior recognition
ACM Computing Surveys (CSUR)
Large scale continuous visual event recognition using max-margin Hough transformation framework
Computer Vision and Image Understanding
Computer Vision and Image Understanding
Discriminative two-level feature selection for realistic human action recognition
Journal of Visual Communication and Image Representation
Fast action recognition using negative space features
Expert Systems with Applications: An International Journal
Temporal segmentation and assignment of successive actions in a long-term video
Pattern Recognition Letters
A survey of human motion analysis using depth imagery
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
Computer Vision and Image Understanding
Editor's Choice Article: Human activity recognition in videos using a single example
Image and Vision Computing
Proceedings of the 19th international conference on Intelligent User Interfaces
Multimedia Tools and Applications
Classifying web videos using a global video descriptor
Machine Vision and Applications
Depth sensor assisted real-time gesture recognition for interactive presentation
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
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
A rule-based event detection system for real-life underwater domain
Machine Vision and Applications
Continuous human action recognition in real time
Multimedia Tools and Applications
Human Activity Recognition Using Gait Pattern
International Journal of Computer Vision and Image Processing
Multimedia Tools and Applications
Recognizing activities in multiple views with fusion of frame judgments
Image and Vision Computing
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Vision-based human action recognition is the process of labeling image sequences with action labels. Robust solutions to this problem have applications in domains such as visual surveillance, video retrieval and human-computer interaction. The task is challenging due to variations in motion performance, recording settings and inter-personal differences. In this survey, we explicitly address these challenges. We provide a detailed overview of current advances in the field. Image representations and the subsequent classification process are discussed separately to focus on the novelties of recent research. Moreover, we discuss limitations of the state of the art and outline promising directions of research.