DC Field | Value | Language |
---|---|---|
dc.contributor.author | Kim, Ji-Hoon | ko |
dc.contributor.author | Park, Yeo-Reum | ko |
dc.contributor.author | Do, Jaeyoung | ko |
dc.contributor.author | Ji, Soo-Young | ko |
dc.contributor.author | Kim, Joo-Young | ko |
dc.date.accessioned | 2021-10-27T08:30:16Z | - |
dc.date.available | 2021-10-27T08:30:16Z | - |
dc.date.created | 2021-10-27 | - |
dc.date.issued | 2021-05 | - |
dc.identifier.citation | 29th IEEE Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM), pp.254 | - |
dc.identifier.issn | 2576-2613 | - |
dc.identifier.uri | http://hdl.handle.net/10203/288358 | - |
dc.description.abstract | K-nearest neighbor algorithm that searches the K closest samples in a high dimensional feature space is one of the most fundamental tasks in machine learning and image retrieval applications. Computational storage device that combines computing unit and storage module on a single board becomes popular to address the data bandwidth bottleneck of the conventional computing system. In this paper, we propose a nearest neighbor search acceleration platform based on computational storage device, which can process a large-scale image dataset efficiently in terms of speed, energy, and cost. We believe that the proposed acceleration platform is promising to be deployed in cloud datacenters for data-intensive applications. | - |
dc.language | English | - |
dc.publisher | IEEE COMPUTER SOC | - |
dc.title | Accelerating Large-Scale Nearest Neighbor Search with Computational Storage Device | - |
dc.type | Conference | - |
dc.identifier.wosid | 000681289100033 | - |
dc.identifier.scopusid | 2-s2.0-85107669071 | - |
dc.type.rims | CONF | - |
dc.citation.beginningpage | 254 | - |
dc.citation.endingpage | 254 | - |
dc.citation.publicationname | 29th IEEE Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM) | - |
dc.identifier.conferencecountry | US | - |
dc.identifier.conferencelocation | Virtual | - |
dc.identifier.doi | 10.1109/FCCM51124.2021.00041 | - |
dc.contributor.localauthor | Kim, Joo-Young | - |
dc.contributor.nonIdAuthor | Kim, Ji-Hoon | - |
dc.contributor.nonIdAuthor | Park, Yeo-Reum | - |
dc.contributor.nonIdAuthor | Do, Jaeyoung | - |
dc.contributor.nonIdAuthor | Ji, Soo-Young | - |
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