Learning Patterns of Activity Using Real-Time Tracking
IEEE Transactions on Pattern Analysis and Machine Intelligence
Mean Shift: A Robust Approach Toward Feature Space Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Spatial Object Clustering and Buffering
IEEE MultiMedia
AVSS '03 Proceedings of the IEEE Conference on Advanced Video and Signal Based Surveillance
Automatic Camera Selection and Fusion for Outdoor Surveillance under Changing Weather Conditions
AVSS '03 Proceedings of the IEEE Conference on Advanced Video and Signal Based Surveillance
Detecting Pedestrians Using Patterns of Motion and Appearance
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Analysis of Human Locomotion based on Partial Measurements
WACV-MOTION '05 Proceedings of the IEEE Workshop on Motion and Video Computing (WACV/MOTION'05) - Volume 2 - Volume 02
Full Body Tracking from Multiple Views Using Stochastic Sampling
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
Task oriented facial behavior recognition with selective sensing
Computer Vision and Image Understanding
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 1
Pedestrian Detection and Tracking for Counting Applications in Crowded Situations
AVSS '06 Proceedings of the IEEE International Conference on Video and Signal Based Surveillance
Smart particle filtering for high-dimensional tracking
Computer Vision and Image Understanding
A supervised approach in background modelling for visual surveillance
AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication
Real-time pointing gesture recognition for an immersive environment
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Modelling the time-variant covariates for gait recognition
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
Consistent labeling for multi-camera object tracking
ICIAP'05 Proceedings of the 13th international conference on Image Analysis and Processing
IEEE Transactions on Neural Networks
Adaptable Neural Networks for Objects' Tracking Re-initialization
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
Multimedia Tools and Applications
Tools for semi-automatic monitoring of industrial workflows
Proceedings of the first ACM international workshop on Analysis and retrieval of tracked events and motion in imagery streams
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In this paper, we propose a self configurable cognitive architecture for supervising video data in manufacturing environments. The architecture supports weakly supervised learning algorithms and self-adaptation strategies for analysis of visually observable procedures. The research proposed directly affects ease of deployment and minimises effort of operation of monitoring systems and is unique in the sense that it links object learning using low-level object descriptors and procedure learning with adaptation mechanisms and active camera network coordination. The architecture advocates a synergistic approach that combines largely unsupervised learning and model evolution in a bootstrapping process, while the application scenario is very complex taken from an automobile industry.