Accumulated reconstruction error vector (AREV): a semantic representation for cross-media retrieval
| LEADER | caa a22 4500 | ||
|---|---|---|---|
| 001 | 605446660 | ||
| 003 | CHVBK | ||
| 005 | 20210128100128.0 | ||
| 007 | cr unu---uuuuu | ||
| 008 | 210128e20150101xx s 000 0 eng | ||
| 024 | 7 | 0 | |a 10.1007/s11042-014-1968-4 |2 doi |
| 035 | |a (NATIONALLICENCE)springer-10.1007/s11042-014-1968-4 | ||
| 245 | 0 | 0 | |a Accumulated reconstruction error vector (AREV): a semantic representation for cross-media retrieval |h [Elektronische Daten] |c [Kai Liu, Shikui Wei, Yao Zhao, Zhenfeng Zhu, Yunchao Wei, Changsheng Xu] |
| 520 | 3 | |a Cross-media retrieval aims to automatically perform the content-based search procedure among various media types (e.g., image, video and text), in which media representation plays an important role for providing the heterogeneous similarity measure. In this work, a novel semantic representation of cross-media, called accumulated reconstruction error vector (AREV), is proposed, which includes category-specific dictionary learning, media sample reconstruction, and accumulative reconstruction error concatenation. Instead of directly learning the correlation relationship among heterogeneous items in the same semantic groups, the AREV projects individually their original feature descriptions into a shared semantic space, in which each component is semantic consistent for various media types due to the consistency in category information. Experiments on the commonly used datasets, i.e. Wikipedia dataset and NUS-Wide dataset, show the good performance in terms of effectiveness and efficiency. | |
| 540 | |a Springer Science+Business Media New York, 2014 | ||
| 690 | 7 | |a Cross-media |2 nationallicence | |
| 690 | 7 | |a Accumulated reconstruction error vector |2 nationallicence | |
| 690 | 7 | |a Retrieval |2 nationallicence | |
| 690 | 7 | |a Consistency |2 nationallicence | |
| 690 | 7 | |a Dictionary learning |2 nationallicence | |
| 700 | 1 | |a Liu |D Kai |u Institute of Information Science, Beijing Jiaotong University, 100044, Beijing, China |4 aut | |
| 700 | 1 | |a Wei |D Shikui |u Institute of Information Science, Beijing Jiaotong University, 100044, Beijing, China |4 aut | |
| 700 | 1 | |a Zhao |D Yao |u Institute of Information Science, Beijing Jiaotong University, 100044, Beijing, China |4 aut | |
| 700 | 1 | |a Zhu |D Zhenfeng |u Institute of Information Science, Beijing Jiaotong University, 100044, Beijing, China |4 aut | |
| 700 | 1 | |a Wei |D Yunchao |u Institute of Information Science, Beijing Jiaotong University, 100044, Beijing, China |4 aut | |
| 700 | 1 | |a Xu |D Changsheng |u Institute of Automation, Chinese Academy of Sciences, 100190, Beijing, China |4 aut | |
| 773 | 0 | |t Multimedia Tools and Applications |d Springer US; http://www.springer-ny.com |g 74/2(2015-01-01), 561-576 |x 1380-7501 |q 74:2<561 |1 2015 |2 74 |o 11042 | |
| 856 | 4 | 0 | |u https://doi.org/10.1007/s11042-014-1968-4 |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/s11042-014-1968-4 |q text/html |z Onlinezugriff via DOI | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Liu |D Kai |u Institute of Information Science, Beijing Jiaotong University, 100044, Beijing, China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Wei |D Shikui |u Institute of Information Science, Beijing Jiaotong University, 100044, Beijing, China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Zhao |D Yao |u Institute of Information Science, Beijing Jiaotong University, 100044, Beijing, China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Zhu |D Zhenfeng |u Institute of Information Science, Beijing Jiaotong University, 100044, Beijing, China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Wei |D Yunchao |u Institute of Information Science, Beijing Jiaotong University, 100044, Beijing, China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Xu |D Changsheng |u Institute of Automation, Chinese Academy of Sciences, 100190, Beijing, China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 773 |E 0- |t Multimedia Tools and Applications |d Springer US; http://www.springer-ny.com |g 74/2(2015-01-01), 561-576 |x 1380-7501 |q 74:2<561 |1 2015 |2 74 |o 11042 | ||