A tutorial on hidden Markov models and selected applications in speech recognition
Readings in speech recognition
Towards model-based recognition of human movements in image sequences
CVGIP: Image Understanding
Digital video processing
Pfinder: Real-Time Tracking of the Human Body
IEEE Transactions on Pattern Analysis and Machine Intelligence
CONDENSATION—Conditional Density Propagation forVisual Tracking
International Journal of Computer Vision
The handbook of brain theory and neural networks
Learning Patterns of Activity Using Real-Time Tracking
IEEE Transactions on Pattern Analysis and Machine Intelligence
Robust Real-Time Periodic Motion Detection, Analysis, and Applications
IEEE Transactions on Pattern Analysis and Machine Intelligence
W4: Real-Time Surveillance of People and Their Activities
IEEE Transactions on Pattern Analysis and Machine Intelligence
The Recognition of Human Movement Using Temporal Templates
IEEE Transactions on Pattern Analysis and Machine Intelligence
Multiple view geometry in computer visiond
Multiple view geometry in computer visiond
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
Object Tracking with Bayesian Estimation of Dynamic Layer Representations
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Mathematical Introduction to Robotic Manipulation
A Mathematical Introduction to Robotic Manipulation
Computer Vision: A Modern Approach
Computer Vision: A Modern Approach
Estimating Human Body Configurations Using Shape Context Matching
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part III
Fusion of Multiple Tracking Algorithms for Robust People Tracking
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Learning and Recognizing Human Dynamics in Video Sequences
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
W4: A Real Time System for Detecting and Tracking People
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
Performance Evaluation of People Tracking Systems
WACV '96 Proceedings of the 3rd IEEE Workshop on Applications of Computer Vision (WACV '96)
The Gait Identification Challenge Problem: Data Sets and Baseline Algorithm
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 1 - Volume 1
3D Tracking of Human Locomotion: A Tracking as Recognition Approach
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 1 - Volume 1
Self-Calibration of a Camera from Video of a Walking Human
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 1 - Volume 1
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
Recognizing Action at a Distance
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Model-based segmentation and tracking of multiple humans in complex situations
Model-based segmentation and tracking of multiple humans in complex situations
Multimedia surveillance systems
Proceedings of the third ACM international workshop on Video surveillance & sensor networks
Robust target detection and tracking through integration of motion, color, and geometry
Computer Vision and Image Understanding
Multiview fusion for canonical view generation based on homography constraints
Proceedings of the 4th ACM international workshop on Video surveillance and sensor networks
Pre-Attentive and Attentive Detection of Humans in Wide-Field Scenes
International Journal of Computer Vision
Applying 3D human model in a posture recognition system
Pattern Recognition Letters
Video object tracking using adaptive Kalman filter
Journal of Visual Communication and Image Representation
Shadow detection for moving objects based on texture analysis
Pattern Recognition
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
Applying 3D human model in a posture recognition system
Pattern Recognition Letters - Special issue on vision for crime detection and prevention
Pattern Recognition Letters - Special issue on vision for crime detection and prevention
Real-time boundary detection for cricket game
Proceedings of the 3rd Australasian conference on Interactive entertainment
Collaborative signal processing for target tracking in distributed wireless sensor networks
Journal of Parallel and Distributed Computing
Fuzzy Sets and Systems
International Journal of Computer Vision
EURASIP Journal on Applied Signal Processing
Active video surveillance based on stereo and infrared imaging
EURASIP Journal on Advances in Signal Processing
A daily behavior enabled hidden Markov model for human behavior understanding
Pattern Recognition
A daily behavior enabled hidden Markov model for human behavior understanding
Pattern Recognition
Estimating pedestrian counts in groups
Computer Vision and Image Understanding
An improved management model for tracking multiple features in long image sequences
ISCGAV'06 Proceedings of the 6th WSEAS International Conference on Signal Processing, Computational Geometry & Artificial Vision
An Embedded Real-Time Surveillance System: Implementation and Evaluation
Journal of Signal Processing Systems
Understanding human interactions with track and body synergies (TBS) captured from multiple views
Computer Vision and Image Understanding
An improved management model for tracking multiple features in long image sequences
SSIP'06 Proceedings of the 6th WSEAS International Conference on Signal, Speech and Image Processing
Human behavior recognition using unconscious cameras and a visible robot in a network robot system
Robotics and Autonomous Systems
Machine Vision and Applications
Machine Vision and Applications
Searching for Complex Human Activities with No Visual Examples
International Journal of Computer Vision
On-Line Classification of Human Activities
IbPRIA '07 Proceedings of the 3rd Iberian conference on Pattern Recognition and Image Analysis, Part II
An Appearance-Based Particle Filter for Visual Tracking in Smart Rooms
Multimodal Technologies for Perception of Humans
Real-Time Detection of Passing Objects Using Virtual Gate and Motion Vector Analysis
UIC '08 Proceedings of the 5th international conference on Ubiquitous Intelligence and Computing
A Context Model and Reasoning System to improve object trackingin complex scenarios
Expert Systems with Applications: An International Journal
Partition-distance methods for assessing spatial segmentations of images and videos
Computer Vision and Image Understanding
Surveillance Robot Utilizing Video and Audio Information
Journal of Intelligent and Robotic Systems
A Block-Based Human Model for Visual Surveillance
IWINAC '09 Proceedings of the 3rd International Work-Conference on The Interplay Between Natural and Artificial Computation: Part II: Bioinspired Applications in Artificial and Natural Computation
Dynamic Performance Measures for Object Tracking Systems
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
Intelligent Video for Protecting Crowded Sports Venues
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
Distributed visual-target-surveillance system in wireless sensor networks
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Learning scene context for multiple object tracking
IEEE Transactions on Image Processing
ICVS '09 Proceedings of the 7th International Conference on Computer Vision Systems: Computer Vision Systems
Using physics engines to track objects in images
ISBI'09 Proceedings of the Sixth IEEE international conference on Symposium on Biomedical Imaging: From Nano to Macro
An incremental Bhattacharyya dissimilarity measure for particle filtering
Pattern Recognition
Machine Vision and Applications
Statistical Methods and Models for Video-Based Tracking, Modeling, and Recognition
Foundations and Trends in Signal Processing
Tracking in a Dense Crowd Using Multiple Cameras
International Journal of Computer Vision
On reasoning over tracking events
SCIA'07 Proceedings of the 15th Scandinavian conference on Image analysis
A boosting discriminative model for moving cast shadow detection
EMMCVPR'07 Proceedings of the 6th international conference on Energy minimization methods in computer vision and pattern recognition
Dynamic feature cascade for multiple object tracking with trackability analysis
EMMCVPR'07 Proceedings of the 6th international conference on Energy minimization methods in computer vision and pattern recognition
Multi-spectral fusion for surveillance systems
Computers and Electrical Engineering
Video scene analysis of interactions between humans and vehicles using event context
Proceedings of the ACM International Conference on Image and Video Retrieval
Tracking articulated objects with physics engines
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Human detection in a challenging situation
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Tracking a group of highly correlated targets
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Trajectory classification using switched dynamical hidden Markov models
IEEE Transactions on Image Processing
IEEE Transactions on Information Technology in Biomedicine
Human tracking using convolutional neural networks
IEEE Transactions on Neural Networks
Video event detection as matching of spatiotemporal projection
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part III
Computer Vision and Image Understanding
Probabilistic people tracking with appearance models and occlusion classification: The AD-HOC system
Pattern Recognition Letters
A block-based model for monitoring of human activity
Neurocomputing
Simultaneous localization and tracking of persons in a cluttered scene with a single camera
SSIP'05 Proceedings of the 5th WSEAS international conference on Signal, speech and image processing
Occlusion handling based on sub-blobbing in automated video surveillance system
Proceedings of The Fourth International C* Conference on Computer Science and Software Engineering
Reflection removal for people detection in video surveillance applications
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I
Editors Choice Article: Tracking highly correlated targets through statistical multiplexing
Image and Vision Computing
Robust visual tracking for multiple targets
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
A multiview approach to tracking people in crowded scenes using a planar homography constraint
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
Maintaining trajectories of salient objects for robust visual tracking
ICIAR'05 Proceedings of the Second international conference on Image Analysis and Recognition
Feature fusion-based multiple people tracking
PCM'05 Proceedings of the 6th Pacific-Rim conference on Advances in Multimedia Information Processing - Volume Part I
Scene Aware Detection and Block Assignment Tracking in crowded scenes
Image and Vision Computing
Filling the gap in quality assessment of video object tracking
Image and Vision Computing
Multiple human tracking in high-density crowds
Image and Vision Computing
Face association across unconstrained video frames using conditional random fields
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
Dynamic markov random field model for visual tracking
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume Part III
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
Multimedia Tools and Applications
Monocular pedestrian tracking from a moving vehicle
ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
FOCUS: clustering crowdsourced videos by line-of-sight
Proceedings of the 11th ACM Conference on Embedded Networked Sensor Systems
Robotics and Autonomous Systems
Fast background subtraction using static and dynamic gates
Artificial Intelligence Review
Computer Vision and Image Understanding
Human automatic detection and tracking for outdoor video
Integrated Computer-Aided Engineering
Retrieval of high-dimensional visual data: current state, trends and challenges ahead
Multimedia Tools and Applications
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Tracking multiple humans in complex situations is challenging. The difficulties are tackled with appropriate knowledge in the form of various models in our approach. Human motion is decomposed into its global motion and limb motion. In the first part, we show how multiple human objects are segmented and their global motions are tracked in 3D using ellipsoid human shape models. Experiments show that it successfully applies to the cases where a small number of people move together, have occlusion, and cast shadow or reflection. In the second part, we estimate the modes (e.g., walking, running, standing) of the locomotion and 3D body postures by making inference in a prior locomotion model. Camera model and ground plane assumptions provide geometric constraints in both parts. Robust results are shown on some difficult sequences.