Nonrigid motion analysis: articulated and elastic motion
Computer Vision and Image Understanding
Human motion analysis: a review
Computer Vision and Image Understanding
A survey of computer vision-based human motion capture
Computer Vision and Image Understanding - Modeling people toward vision-based underatanding of a person's shape, appearance, and movement
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Velocity Adaptation of Space-Time Interest Points
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 1 - Volume 01
CVML - An XML-based Computer Vision Markup Language
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 1 - Volume 01
Recognizing Human Actions: A Local SVM Approach
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 3 - Volume 03
A Two-Stage Template Approach to Person Detection in Thermal Imagery
WACV-MOTION '05 Proceedings of the Seventh IEEE Workshops on Application of Computer Vision (WACV/MOTION'05) - Volume 1 - Volume 01
Recent advances in visual and infrared face recognition: a review
Computer Vision and Image Understanding
Automatic Parameter Regulation for a Tracking System with an Auto-Critical Function
CAMP '05 Proceedings of the Seventh International Workshop on Computer Architecture for Machine Perception
A Plug-and-Play Architecture for Cognitive Video Stream Analysis
CAMP '05 Proceedings of the Seventh International Workshop on Computer Architecture for Machine Perception
An Intelligent and Task-Independent Controller for Video Sequence Analysis
CAMP '05 Proceedings of the Seventh International Workshop on Computer Architecture for Machine Perception
A Full-Body Gesture Database for Automatic Gesture Recognition
FGR '06 Proceedings of the 7th International Conference on Automatic Face and Gesture Recognition
Hidden Markov Models for Optical Flow Analysis in Crowds
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 01
Modelling Crowd Scenes for Event Detection
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 01
Efficient Night Gait Recognition Based on Template Matching
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 03
Human computing and machine understanding of human behavior: a survey
Proceedings of the 8th international conference on Multimodal interfaces
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
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
Surface Capture for Performance-Based Animation
IEEE Computer Graphics and Applications
A New Evaluation Approach for Video Processing Algorithms
WMVC '07 Proceedings of the IEEE Workshop on Motion and Video Computing
Vision-based human motion analysis: An overview
Computer Vision and Image Understanding
Multimodal human-computer interaction: A survey
Computer Vision and Image Understanding
IEEE Transactions on Pattern Analysis and Machine Intelligence
Non Parametric Classification of Human Interaction
IbPRIA '07 Proceedings of the 3rd Iberian conference on Pattern Recognition and Image Analysis, Part II
Human Activity Recognition with Metric Learning
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Floor Fields for Tracking in High Density Crowd Scenes
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part II
Annotation Collection and Online Performance Evaluation for Video Surveillance: The ViSOR Project
AVSS '08 Proceedings of the 2008 IEEE Fifth International Conference on Advanced Video and Signal Based Surveillance
ETISEO, performance evaluation for video surveillance systems
AVSS '07 Proceedings of the 2007 IEEE Conference on Advanced Video and Signal Based Surveillance
A survey on behavior analysis in video surveillance for homeland security applications
AIPR '08 Proceedings of the 2008 37th IEEE Applied Imagery Pattern Recognition Workshop
Recognizing Human Actions Using Silhouette-based HMM
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
Vision-Based Human Motion Recognition: A Survey
ICINIS '09 Proceedings of the 2009 Second International Conference on Intelligent Networks and Intelligent Systems
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
International Journal of Computer Vision
The i3DPost Multi-View and 3D Human Action/Interaction Database
CVMP '09 Proceedings of the 2009 Conference for Visual Media Production
A survey on vision-based human action recognition
Image and Vision Computing
Recognizing human actions by fusing spatio-temporal appearance and motion descriptors
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Advances in view-invariant human motion analysis: a review
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
A proposal for local and global human activities identification
AMDO'10 Proceedings of the 6th international conference on Articulated motion and deformable objects
Modeling temporal structure of decomposable motion segments for activity classification
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
What image information is important in silhouette-based gait recognition?
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Recognizing human action from a far field of view
WMVC'09 Proceedings of the 2009 international conference on Motion and video computing
PETS2010: Dataset and Challenge
AVSS '10 Proceedings of the 2010 7th IEEE International Conference on Advanced Video and Signal Based Surveillance
AVSS '10 Proceedings of the 2010 7th IEEE International Conference on Advanced Video and Signal Based Surveillance
Encoding Actions via Quantized Vocabulary of Averaged Silhouettes
ICPR '10 Proceedings of the 2010 20th International Conference on Pattern Recognition
Human activity analysis: A review
ACM Computing Surveys (CSUR)
A survey of vision-based methods for action representation, segmentation and recognition
Computer Vision and Image Understanding
Visual tracking using the Earth Mover's Distance between Gaussian mixtures and Kalman filtering
Image and Vision Computing
Action Recognition from One Example
IEEE Transactions on Pattern Analysis and Machine Intelligence
Distributed Video Sensor Networks
Distributed Video Sensor Networks
3D Human Action Recognition for Multi-view Camera Systems
3DIMPVT '11 Proceedings of the 2011 International Conference on 3D Imaging, Modeling, Processing, Visualization and Transmission
Clustering of trajectories in video surveillance using growing neural gas
IWINAC'11 Proceedings of the 4th international conference on Interplay between natural and artificial computation - Volume Part I
Hough Forests for Object Detection, Tracking, and Action Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Recognizing interaction between human performers using 'key pose doublet'
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Gait recognition based on fusion of multi-view gait sequences
ICB'06 Proceedings of the 2006 international conference on Advances in Biometrics
Relevance feedback for real-world human action retrieval
Pattern Recognition Letters
Computer Vision and Image Understanding
Multi-view human movement recognition based on fuzzy distances and linear discriminant analysis
Computer Vision and Image Understanding
Learning semantic features for action recognition via diffusion maps
Computer Vision and Image Understanding
Human activity monitoring by local and global finite state machines
Expert Systems with Applications: An International Journal
Extracting motion features for visual human activity representation
IbPRIA'05 Proceedings of the Second Iberian conference on Pattern Recognition and Image Analysis - Volume Part I
Recognizing human actions by attributes
CVPR '11 Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition
A probabilistic representation for efficient large scale visual recognition tasks
CVPR '11 Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition
Activity recognition using dynamic subspace angles
CVPR '11 Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition
A large-scale benchmark dataset for event recognition in surveillance video
CVPR '11 Proceedings of the 2011 IEEE Conference on Computer Vision and Pattern Recognition
Survey on classifying human actions through visual sensors
Artificial Intelligence Review
A survey on visual surveillance of object motion and behaviors
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
A review on vision techniques applied to Human Behaviour Analysis for Ambient-Assisted Living
Expert Systems with Applications: An International Journal
Probabilistic posture classification for Human-behavior analysis
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
Semantic Model Vectors for Complex Video Event Recognition
IEEE Transactions on Multimedia
Sparse Modeling of Human Actions from Motion Imagery
International Journal of Computer Vision
Mid-level features and spatio-temporal context for activity recognition
Pattern Recognition
A database for fine grained activity detection of cooking activities
CVPR '12 Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
Action bank: A high-level representation of activity in video
CVPR '12 Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
Learning latent temporal structure for complex event detection
CVPR '12 Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
Action recognition by exploring data distribution and feature correlation
CVPR '12 Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
Human activity prediction: Early recognition of ongoing activities from streaming videos
ICCV '11 Proceedings of the 2011 International Conference on Computer Vision
ICCV '11 Proceedings of the 2011 International Conference on Computer Vision
A chains model for localizing participants of group activities in videos
ICCV '11 Proceedings of the 2011 International Conference on Computer Vision
HMDB: A large video database for human motion recognition
ICCV '11 Proceedings of the 2011 International Conference on Computer Vision
Time invariant gesture recognition by modelling body posture space
IEA/AIE'12 Proceedings of the 25th international conference on Industrial Engineering and Other Applications of Applied Intelligent Systems: advanced research in applied artificial intelligence
Online human gesture recognition from motion data streams
Proceedings of the 21st ACM international conference on Multimedia
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Vision-based human action and activity recognition has an increasing importance among the computer vision community with applications to visual surveillance, video retrieval and human-computer interaction. In recent years, more and more datasets dedicated to human action and activity recognition have been created. The use of these datasets allows us to compare different recognition systems with the same input data. The survey introduced in this paper tries to cover the lack of a complete description of the most important public datasets for video-based human activity and action recognition and to guide researchers in the election of the most suitable dataset for benchmarking their algorithms.