The Active Recovery of 3D Motion Trajectories and Their Use in Prediction
IEEE Transactions on Pattern Analysis and Machine Intelligence
Tracking Human Motion in Structured Environments Using a Distributed-Camera System
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
Support vector machines: hype or hallelujah?
ACM SIGKDD Explorations Newsletter - Special issue on “Scalable data mining algorithms”
M2Tracker: A Multi-View Approach to Segmenting and Tracking People in a Cluttered Scene
International Journal of Computer Vision
Transductive Inference for Text Classification using Support Vector Machines
ICML '99 Proceedings of the Sixteenth International Conference on Machine Learning
Incremental Learning with Support Vector Machines
ICDM '01 Proceedings of the 2001 IEEE International Conference on Data Mining
Learning with progressive transductive support vector machine
Pattern Recognition Letters
Entropy-based sensor selection heuristic for target localization
Proceedings of the 3rd international symposium on Information processing in sensor networks
Tracking Multiple Humans in Complex Situations
IEEE Transactions on Pattern Analysis and Machine Intelligence
Vehicle classification in distributed sensor networks
Journal of Parallel and Distributed Computing
Real-Time Wide Area Multi-Camera Stereo Tracking
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Appearance Modeling for Tracking in Multiple Non-Overlapping Cameras
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
Object Tracking across Multiple Independently Moving Aerial Cameras
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision - Volume 2
Principal Axis-Based Correspondence between Multiple Cameras for People Tracking
IEEE Transactions on Pattern Analysis and Machine Intelligence
Collaborative signal processing for target tracking in distributed wireless sensor networks
Journal of Parallel and Distributed Computing
Continuous tracking within and across camera streams
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Classification of moving humans using eigen-features and support vector machines
CAIP'05 Proceedings of the 11th international conference on Computer Analysis of Images and Patterns
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
Multiresolution data integration using mobile agents in distributedsensor networks
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Dynamic Calibration of Pan–Tilt–Zoom Cameras for Traffic Monitoring
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
An Active Vision System for Multitarget Surveillance in Dynamic Environments
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Autoconfiguration of a Dynamic Nonoverlapping Camera Network
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Tracking Multiple Visual Targets via Particle-Based Belief Propagation
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Integer wavelet transform for embedded lossy to lossless image compression
IEEE Transactions on Image Processing
Incremental training of support vector machines
IEEE Transactions on Neural Networks
Identifier based graph neuron: a light weight event classification scheme for WSN
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
A novel key management scheme for wireless embedded systems
ACM SIGAPP Applied Computing Review
Reasoning-Based context-aware workflow management in wireless sensor network
ICSOC'11 Proceedings of the 2011 international conference on Service-Oriented Computing
Distributed media-aware flow scheduling in cloud computing environment
Computer Communications
ACM Transactions on Sensor Networks (TOSN)
Distributed data association in smart camera networks using belief propagation
ACM Transactions on Sensor Networks (TOSN)
Pipeline-Architecture Based Real-Time Active-Vision for Human-Action Recognition
Journal of Intelligent and Robotic Systems
Hi-index | 0.00 |
A wireless sensor network (WSN) is a powerful unattended distributed measurement system, which is widely used in target surveillance because of its outstanding performance in distributed sensing and signal processing. This paper introduces a multiview visual-target-surveillance system in WSN, which can autonomously implement target classification and tracking with collaborative online learning and localization. The proposed system is a hybrid system of single-node and multinode fusion. It is constructed on a peer-to-peer (P2P)-based computing paradigm and consists of some simple but feasible methods for target detection and feature extraction. Importantly, a support-vector-machine-based semisupervised learning method is used to achieve online classifier learning with only unlabeled samples. To reduce the energy consumption and increase the accuracy, a novel progressive data-fusion paradigm is proposed for online learning and localization, where a feasible routing method is adopted to implement information transmission with the tradeoff between performance and cost. Experiment results verify that the proposed surveillance system is an effective, energy-efficient, and robust system for real-world application. Furthermore, the P2P-based progressive data-fusion paradigm can improve the energy efficiency and robustness of target surveillance.