https://scholars.lib.ntu.edu.tw/handle/123456789/358152
Title: | A multimedia semantic analysis SoC (SASoC) with machine-learning engine | Authors: | Chen, T.-W. Chen, Y.-L. Cheng, T.-Y. Tang, C.-S. Tsung, P.-K. Chuang, T.-D. LIANG-GEE CHEN SHAO-YI CHIEN |
Issue Date: | 2010 | Journal Volume: | 53 | Start page/Pages: | 338-339 | Source: | Digest of Technical Papers - IEEE International Solid-State Circuits Conference | Conference: | 2010 IEEE International Solid-State Circuits Conference, ISSCC 2010 | Abstract: | Advances in semiconductors and developments in machine learning [1] have led to versatile multimedia applications with semantic processing abilities. Realtime applications, such as face detection, facial-expression recognition, scene analysis [2] and object recognition [3], have become indispensable functionality for Consumer Electronic (CE) products. To deal with complicated video-processing algorithms for multimedia content analysis, many powerful processors have been reported [2-5]. Although these processors can speed up video-processing tasks with massively parallel processing elements, they only focus on the feature-extraction parts, and there is no specialized hardware to support different kinds of advanced machine-learning algorithms, which require extensive computations. In this paper, a Semantic Analysis SoC (SASoC) that accelerates video processing and machine learning simultaneously, is developed to meet the demands of the near future. ©2010 IEEE. |
URI: | https://www.scopus.com/inward/record.uri?eid=2-s2.0-77952184606&doi=10.1109%2fISSCC.2010.5433887&partnerID=40&md5=bfa8c9926bca7d521848fa3086b82af6 http://scholars.lib.ntu.edu.tw/handle/123456789/358152 |
ISSN: | 01936530 | DOI: | 10.1109/ISSCC.2010.5433887 | SDG/Keyword: | Expression recognition; Face Detection; Machine learning algorithms; Machine-learning; Massively parallel processing; Multimedia applications; Multimedia content analysis; Multimedia semantics; Real-time application; Scene analysis; Semantic analysis; Semantic processing; Specialized hardware; Speed-ups; Video processing; Video-processing algorithms; Face recognition; Feature extraction; Learning systems; Semantics; Learning algorithms |
Appears in Collections: | 電子工程學研究所 |
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