SHF: Medium: A Visual Cloud for Virtual Reality Applications
SHF: Medium: A Visual Cloud for Virtual Reality Applications
批准号:
1703051
负责人:
Magdalena Balazinska
金额:
$91.6万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2017
资助国家:
美国
项目状态:
已结题
起止时间:
2017-08-01 至 2022-07-31
中文摘要
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英文摘要
The ability to collect videos can revolutionize interactions with the world by enabling powerful virtual reality video applications in education, tourism, tele-presence and others. These new applications involve processing and serving 360-degree stereoscopic videos, which require a dramatic improvement in technology to manage and process the massive-scale visual data necessary for truly immersive experiences. Systems that support VR video also represent an excellent educational tool as students can experience scenes in a truly immersive way and hence better convey content. This project builds a visual cloud that provides seamless access to a new database management system with hardware acceleration and edge computation that enables the efficient and real-time management of massive-scale image data and virtual reality (VR) applications built on top of it. The project develops a new hardware and software stack for VR data processing with execution in public clouds. The stack includes a new storage manager that significantly increases data ingest and retrieval throughputs for multidimensional array data compared with existing systems, as motivated by the extreme needs of VR applications. The storage manager utilizes novel hardware technologies (non-volatile memory) and provides novel approximate and multi-resolution data storage capabilities. The project also develops a new runtime system for high-throughput and large-scale array processing by developing a new API for expressing VR pipelines as a graph of user-defined functions, a library of specialized implementations of known VR algorithms for different types of hardware (CPU, GPU, FPGA, and 3D XPoint), and associated optimizers and schedulers. Finally, the project develops new techniques to enable real-time VR applications. They include an FPGA-based acceleration platform for real-time VR video processing and algorithms and software components for prefetching and caching VR data close to the viewers and processing that data in the viewing device. http://visualcloud.cs.washington.edu
期刊论文(7)
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科研奖励(0)
会议论文
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DOI:
10.1145/3448016.3459242
发表时间:
2021-03
期刊:
Proceedings of the 2021 International Conference on Management of Data
影响因子:
--
作者:
[Brandon Haynes;Dong He]
通讯作者:
Brandon Haynes;Dong He
DOI:
10.1145/3357223.3362725
发表时间:
2019-02
期刊:
Proceedings of the ACM Symposium on Cloud Computing
影响因子:
--
作者:
[Amrita Mazumdar;Brandon Haynes;M. Balazinska;L. Ceze;Alvin Cheung;M. Oskin]
通讯作者:
Amrita Mazumdar;Brandon Haynes;M. Balazinska;L. Ceze;Alvin Cheung;M. Oskin
DOI:
--
发表时间:
2022
期刊:
影响因子:
--
作者:
[Maureen Daum;Enhao Zhang;Dong He;M. Balazinska;Brandon Haynes;Ranjay Krishna;Apryle Craig;Aaron J. Wirsing]
通讯作者:
Maureen Daum;Enhao Zhang;Dong He;M. Balazinska;Brandon Haynes;Ranjay Krishna;Apryle Craig;Aaron J. Wirsing
TASM: A Tile-Based Storage Manager for Video Analytics
TASM:用于视频分析的基于平铺的存储管理器
DOI:
10.1109/icde51399.2021.00156
发表时间:
2021
期刊:
2021 IEEE 37th International Conference on Data Engineering (ICDE
影响因子:
--
作者:
[Daum, Maureen, Haynes, Brandon, He, Dong, Mazumdar, Amrita, Balazinska, Magdalena]
通讯作者:
Balazinska, Magdalena
VisualWorldDB: A DBMS for the Visual World. Brandon Haynes, Maureen Daum, Amrita Mazumdar, Magdalena Balazinska, Alvin Cheung, and Luis Ceze. CIDR, 2020.
VisualWorldDB:视觉世界的 DBMS。
DOI:
--
发表时间:
2020
期刊:
Conference on Innovative Data Systems Research (CIDR
影响因子:
--
作者:
[Brandon Haynes, Maureen Daum]
通讯作者:
Brandon Haynes, Maureen Daum
共 6 条
III: Medium: VOCAL: Video Organization and Interactive Compositional AnaLytics
-
批准号:2211133
-
项目类别:Standard Grant
-
资助金额:$126.4万
-
财政年份:2022
-
负责人:Magdalena Balazinska
-
依托单位:
HDR: I-DIRSE-FW: Accelerating the Engineering Design and Manufacturing Life-Cycle with Data Science
-
批准号:1934292
-
项目类别:Continuing Grant
-
资助金额:$200.0万
-
财政年份:2019
-
负责人:Magdalena Balazinska
-
依托单位:
III: Small: Data Analysis in the Cloud with Guaranteed and Explainable Performance
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批准号:1524535
-
项目类别:Standard Grant
-
资助金额:$50.0万
-
财政年份:2015
-
负责人:Magdalena Balazinska
-
依托单位:
IGERT-CIF21: Big Data U: A Program for Integrated Multidisciplinary Education and Research for Big Data Science
-
批准号:1258485
-
项目类别:Continuing Grant
-
资助金额:$280.0万
-
财政年份:2013
-
负责人:Magdalena Balazinska
-
依托单位:
CiC RDDC: Relational Data Markets in the Cloud
-
批准号:1047815
-
项目类别:Standard Grant
-
资助金额:$37.0万
-
财政年份:2011
-
负责人:Magdalena Balazinska
-
依托单位:
III: Large: Collaborative Research: SciDB - An Array Oriented Data Management System for Massive Scale Scientific Data
-
批准号:1110370
-
项目类别:Continuing Grant
-
资助金额:$37.08万
-
财政年份:2011
-
负责人:Magdalena Balazinska
-
依托单位:
CDI - Type II: Transforming Community-Based Elder Care through Heterogeneous Activity Sensing Analytics
-
批准号:1028195
-
项目类别:Standard Grant
-
资助金额:$149.69万
-
财政年份:2010
-
负责人:Magdalena Balazinska
-
依托单位:
CAREER: Interactive and Collaborative Data Management in the Cloud
-
批准号:0845397
-
项目类别:Standard Grant
-
资助金额:$50.0万
-
财政年份:2009
-
负责人:Magdalena Balazinska
-
依托单位:
III-COR: Exploiting History in Continuous Monitoring Systems
-
批准号:0713123
-
项目类别:Continuing Grant
-
资助金额:$0.0万
-
财政年份:2007
-
负责人:Magdalena Balazinska
-
依托单位:
海外基金