Applied multivariate statistical analysis
Applied multivariate statistical analysis
The SimpleScalar tool set, version 2.0
ACM SIGARCH Computer Architecture News
Wattch: a framework for architectural-level power analysis and optimizations
Proceedings of the 27th annual international symposium on Computer architecture
Saving energy with architectural and frequency adaptations for multimedia applications
Proceedings of the 34th annual ACM/IEEE international symposium on Microarchitecture
Contents provider-assisted dynamic voltage scaling for low energy multimedia applications
Proceedings of the 2002 international symposium on Low power electronics and design
Control-theoretic dynamic frequency and voltage scaling for multimedia workloads
CASES '02 Proceedings of the 2002 international conference on Compilers, architecture, and synthesis for embedded systems
Frame-based dynamic voltage and frequency scaling for a MPEG decoder
Proceedings of the 2002 IEEE/ACM international conference on Computer-aided design
Runtime Power Monitoring in High-End Processors: Methodology and Empirical Data
Proceedings of the 36th annual IEEE/ACM International Symposium on Microarchitecture
Automatic scenario detection for improved WCET estimation
Proceedings of the 42nd annual Design Automation Conference
Intra-task scenario-aware voltage scheduling
Proceedings of the 2005 international conference on Compilers, architectures and synthesis for embedded systems
Using offline bitstream analysis for power-aware video decoding in portable devices
Proceedings of the 13th annual ACM international conference on Multimedia
Implementing real-time video decoding on multimedia processors by complexity prediction techniques
IEEE Transactions on Consumer Electronics
H.264/AVC baseline profile decoder complexity analysis
IEEE Transactions on Circuits and Systems for Video Technology
Automated hardware-independent scenario identification
Proceedings of the 45th annual Design Automation Conference
System-scenario-based design of dynamic embedded systems
ACM Transactions on Design Automation of Electronic Systems (TODAES)
Dynamic MIPS rate stabilization in out-of-order processors
Proceedings of the 36th annual international symposium on Computer architecture
Scenario Based Mapping of Dynamic Applications on MPSoC: A 3D Graphics Case Study
SAMOS '09 Proceedings of the 9th International Workshop on Embedded Computer Systems: Architectures, Modeling, and Simulation
Fast model-based test case classification for performance analysis of multimedia MPSoC platforms
CODES+ISSS '09 Proceedings of the 7th IEEE/ACM international conference on Hardware/software codesign and system synthesis
Exploiting media stream similarity for energy-efficient decoding and resource prediction
ACM Transactions on Embedded Computing Systems (TECS)
On-line scheduling of target sensitive periodic tasks with the gravitational task model
DATE '12 Proceedings of the Conference on Design, Automation and Test in Europe
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Resource prediction refers to predicting required compute power and energy resources for consuming a service on a device. Resource prediction is extremely useful in a client-server setup where the client requests a media service from the server or content provider. The content provider (in cooperation with the client) can then determine what service quality to deliver given the client's available resources. This paper proposes a practical approach to predicting resources for decoding media streams. The idea is to group frames with similar decode complexity from various media streams in the content provider's database into so called scenarios. Client profiling using scenario representatives characterizes the client's computational power. This enables the content provider for predicting decode time, decode energy and quality of service for a media stream of interest once deployed on the client.