GPU-based MapReduce for large-scale near-duplicate video retrieval
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| 008 | 210128e20151201xx s 000 0 eng | ||
| 024 | 7 | 0 | |a 10.1007/s11042-014-2185-x |2 doi |
| 035 | |a (NATIONALLICENCE)springer-10.1007/s11042-014-2185-x | ||
| 245 | 0 | 0 | |a GPU-based MapReduce for large-scale near-duplicate video retrieval |h [Elektronische Daten] |c [Hanli Wang, Fengkuangtian Zhu, Bo Xiao, Lei Wang, Yu-Gang Jiang] |
| 520 | 3 | |a With the exponential growth of multimedia data, people are overwhelmed with massive amount of online videos, of which Near-Duplicate Videos (NDVs) occupy a large portion. In this paper, we present a novel framework for NDV retrieval, which explores the parallel power of two promising techniques: Graphics Processing Unit (GPU) and MapReduce. With the power of the proposed framework, various key algorithms in the field of computer vision, such as K-Means clustering, bag of features, inverted file index with hamming embedding and weak geometric consistency, are applied to NDV retrieval. Experimental results on the benchmark CC_WEB_VIDEO NDV dataset demonstrate that the proposed framework can significantly speed up processing huge amounts of video repositories. | |
| 540 | |a Springer Science+Business Media New York, 2014 | ||
| 690 | 7 | |a Near-duplicate video retrieval |2 nationallicence | |
| 690 | 7 | |a Mapreduce |2 nationallicence | |
| 690 | 7 | |a GPU |2 nationallicence | |
| 690 | 7 | |a Hadoop |2 nationallicence | |
| 700 | 1 | |a Wang |D Hanli |u Department of Computer Science & Technology and Key Laboratory of Embedded System and Service Computing, Ministry of Education, Tongji University, 200092, Shanghai, People's Republic of China |4 aut | |
| 700 | 1 | |a Zhu |D Fengkuangtian |u Department of Computer Science & Technology and Key Laboratory of Embedded System and Service Computing, Ministry of Education, Tongji University, 200092, Shanghai, People's Republic of China |4 aut | |
| 700 | 1 | |a Xiao |D Bo |u Department of Computer Science & Technology and Key Laboratory of Embedded System and Service Computing, Ministry of Education, Tongji University, 200092, Shanghai, People's Republic of China |4 aut | |
| 700 | 1 | |a Wang |D Lei |u Department of Computer Science & Technology and Key Laboratory of Embedded System and Service Computing, Ministry of Education, Tongji University, 200092, Shanghai, People's Republic of China |4 aut | |
| 700 | 1 | |a Jiang |D Yu-Gang |u School of Computer Science, Fudan University, 201203, Shanghai, People's Republic of China |4 aut | |
| 773 | 0 | |t Multimedia Tools and Applications |d Springer US; http://www.springer-ny.com |g 74/23(2015-12-01), 10515-10534 |x 1380-7501 |q 74:23<10515 |1 2015 |2 74 |o 11042 | |
| 856 | 4 | 0 | |u https://doi.org/10.1007/s11042-014-2185-x |q text/html |z Onlinezugriff via DOI |
| 898 | |a BK010053 |b XK010053 |c XK010000 | ||
| 900 | 7 | |a Metadata rights reserved |b Springer special CC-BY-NC licence |2 nationallicence | |
| 908 | |D 1 |a research-article |2 jats | ||
| 949 | |B NATIONALLICENCE |F NATIONALLICENCE |b NL-springer | ||
| 950 | |B NATIONALLICENCE |P 856 |E 40 |u https://doi.org/10.1007/s11042-014-2185-x |q text/html |z Onlinezugriff via DOI | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Wang |D Hanli |u Department of Computer Science & Technology and Key Laboratory of Embedded System and Service Computing, Ministry of Education, Tongji University, 200092, Shanghai, People's Republic of China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Zhu |D Fengkuangtian |u Department of Computer Science & Technology and Key Laboratory of Embedded System and Service Computing, Ministry of Education, Tongji University, 200092, Shanghai, People's Republic of China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Xiao |D Bo |u Department of Computer Science & Technology and Key Laboratory of Embedded System and Service Computing, Ministry of Education, Tongji University, 200092, Shanghai, People's Republic of China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Wang |D Lei |u Department of Computer Science & Technology and Key Laboratory of Embedded System and Service Computing, Ministry of Education, Tongji University, 200092, Shanghai, People's Republic of China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Jiang |D Yu-Gang |u School of Computer Science, Fudan University, 201203, Shanghai, People's Republic of China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 773 |E 0- |t Multimedia Tools and Applications |d Springer US; http://www.springer-ny.com |g 74/23(2015-12-01), 10515-10534 |x 1380-7501 |q 74:23<10515 |1 2015 |2 74 |o 11042 | ||