Scalable load balancing techniques for parallel computers
Journal of Parallel and Distributed Computing
An active service framework and its application to real-time multimedia transcoding
Proceedings of the ACM SIGCOMM '98 conference on Applications, technologies, architectures, and protocols for computer communication
Distributing media transformation over multiple media gateways
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
Scene Determination based on Video and Audio Features
Scene Determination based on Video and Audio Features
Panoptes: scalable low-power video sensor networking technologies
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Adaptive stream resource management using Kalman Filters
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
A general framework for multidimensional adaptation
Proceedings of the 12th annual ACM international conference on Multimedia
Detecting image near-duplicate by stochastic attributed relational graph matching with learning
Proceedings of the 12th annual ACM international conference on Multimedia
Resource overbooking and application profiling in shared hosting platforms
OSDI '02 Proceedings of the 5th symposium on Operating systems design and implementationCopyright restrictions prevent ACM from being able to make the PDFs for this conference available for downloading
Optimal Component Composition for Scalable Stream Processing
ICDCS '05 Proceedings of the 25th IEEE International Conference on Distributed Computing Systems
Customizable parallel execution of scientific stream queries
VLDB '05 Proceedings of the 31st international conference on Very large data bases
SensEye: a multi-tier camera sensor network
Proceedings of the 13th annual ACM international conference on Multimedia
ICDE '06 Proceedings of the 22nd International Conference on Data Engineering
Design, implementation, and evaluation of the linear road bnchmark on the stream processing core
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
Memory-limited execution of windowed stream joins
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
User-level QoS-adaptive resource management in server end-systems
IEEE Transactions on Computers
Executing stream joins on the cell processor
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Towards graph containment search and indexing
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
CellJoin: a parallel stream join operator for the cell processor
The VLDB Journal — The International Journal on Very Large Data Bases
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Many emerging applications such as video sensor monitoring can benefit from an on-line video correlation system, which can be used to discover linkages between different video streams in realtime. However, on-line video correlations are often resource-intensive where a single host can be easily overloaded. We present a novel adaptive distributed on-line video correlation system called ViCo. Unlike single stream processing, correlations between different video streams require a distributed execution system to observe a new correlation constraint that any two correlated data must be distributed to the same host. ViCo achieves three unique features: (1) correlation-awareness that ViCo can guarantee the correlation accuracy while spreading excessive workload on multiple hosts; (2) adaptability that the system can adjust algorithm behaviors and switch between different algorithms to adapt to dynamic stream environments; and (3) fine-granularity that the workload of one resource-intensive correlation request can be divided and distributed among multiple hosts. We have implemented and deployed a prototype of ViCo on a commercial cluster system. Our experiment results using both real videos and synthetic workloads show that ViCo outperforms existing techniques for scaling-up the performance of video correlations.