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Multimedia Cloud Computing. Wenwu Zhu, Senior Researcher @ Internet Media Group @ Microsoft Research Asia Chong Luo , Member of the IEEE Jianfeng Wang, Master Student in MOE-Microsoft Key Laboratory Shipeng Li, Researcher @ Microsoft Research Asia IEEE SINGAL PROCESSING MAGAZINE, MAY 2011.
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Multimedia Cloud Computing Wenwu Zhu, Senior Researcher @ Internet Media Group @ Microsoft Research Asia Chong Luo, Member of the IEEE Jianfeng Wang, Master Student in MOE-Microsoft Key Laboratory Shipeng Li, Researcher @ Microsoft Research Asia IEEE SINGAL PROCESSING MAGAZINE, MAY 2011
Overview • Introduction • Related Works • Multimedia-aware Cloud • Cloud-aware Multimedia • Summary • Reference
Overview • Introduction • Related Works • Multimedia-aware Cloud • Cloud-aware Multimedia • Summary • Reference
Introduction • What is and why needs cloud computing? • Challenges of multimedia on cloud • Multimedia and service heterogeneity • QoS heterogeneity • Network heterogeneity • Device heterogeneity • Multimedia-aware cloud (media cloud) v.scloud-aware multimedia (cloud media)
Overview • Introduction • Related Works • Multimedia-aware Cloud • Cloud-aware Multimedia • Summary • Reference
Overview • Introduction • Related Works • Multimedia-aware Cloud • Cloud-aware Multimedia • Summary • Reference
Multimedia-aware Cloud • Media-cloud-computing architecture • Media edge cloud (MEC) architecture • Distributed parallel multimedia processing • Case study • Photosynth[1]
MEC Architecture • Like CDN[2]edge servers architecture
Distributed parallel multimedia processing DHT Load Balancer
Case Study - Photosynth • Major computation task • Image Conversion • Feature extration • Image matching • Reconstruction • User-level parallel synthing in the MEC • Task-level parallel synthing in the MEC
Overview • Introduction • Related Works • Multimedia-aware Cloud • Cloud-aware Multimedia • Summary • Reference
Cloud-aware Multimedia • Storage and sharing • Authoring and mashup • Adaptation and delivery • Media rendering
Storage and sharing • Advantage • High reliability • High data rate • Issues • High bandwidth demand of load balancing algorithms for streaming
Authoring and Mashup • Offline tools • Adobe • Windows Movie Maker • Online service • Jaycut • http://www.jaycut.com • XML-based file format
Adaptation and Delivery • A large amount of computing • Request service simultaneously • Example – Cloudcoder • Offload much of the processing to the cloud • Transcoder instances scales up automatically
Media Rendering • A large amount of computing • Fully render • Partially render • Multimedia retrieval • Content-based image retrieval (CBIR) • Feature extraction • Similarity measurement
Overview • Introduction • Related Works • Multimedia-aware Cloud • Cloud-aware Multimedia • Summary • Reference
Summary • Media cloud • Propose an MEC-computing architecture to achieve high QoS support for various services. • Cloud media • Propose how multimedia service can optimally utilize cloud-computing resources.
Overview • Introduction • Related Works • Multimedia-aware Cloud • Cloud-aware Multimedia • Summary • Reference
Reference • [1] Photosynth • http://photosynth.net/ • [2] CDN • http://miin1130.pixnet.net/blog/post/26763766-cdn(content-delivery-network)%E6%87%89%E7%94%A8%E7%B0%A1%E5%96%AE%E8%AA%AA%E6%98%8E