News video retrieval by learning multimodal semantic information

被引：0

作者：

Yu, Hui ^{[1
]}

Su, Bolan ^{[1
]}

Lu, Hong ^{[1
]}

Xue, Xiangyang ^{[1
]}

机构：

[1] Fudan Univ, Dept Comp Sci & Engn, Shanghai Key Lab Intelligent Informat Proc, Shanghai 200433, Peoples R China

来源：

ADVANCES IN VISUAL INFORMATION SYSTEMS | 2007年 / 4781卷

关键词：

video retrieval; rich semantic information; TRECVID; manual search task;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

With the explosion of multimedia data especially that of video data, requirement of efficient video retrieval has becoming more and more important. Years of TREC Video Retrieval Evaluation (TRECVID) research gives benchmark for video search task. The video data in TRECVID are mainly news video. In this paper a compound model consisting of several atom search modules, i.e., textual and visual, for news video retrieval is introduced. First, the analysis on query topics helps to improve the performance of video retrieval. Furthermore, the multimodal fusion of all atom search modules ensures to get good performance. Experimental results on TRECVID 2005 and TRECVID 2006 search tasks demonstrate the effectiveness of the proposed method.

引用

页码：403 / 414

页数：12

共 50 条

[31] The video production of learning resources in information retrieval course
Kun, Jiao
PROCEEDINGS OF 2012 7TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE & EDUCATION, VOLS I-VI, 2012, : 1325 - 1327
[32] SEMANTIC-PRESERVING METRIC LEARNING FOR VIDEO-TEXT RETRIEVAL
Choo, Sungkwon
Ha, Seong Jong
Lee, Joonsoo
2021 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2021, : 2388 - 2392
[33] Personalized Video Browsing and Retrieval in a Semantic-Based Learning Environment
Carbonaro, Antonella
OPEN KNOWLEDGE SOCIETY: A COMPUTER SCIENCE AND INFORMATION SYSTEMS MANIFESTO, 2008, 19 : 163 - 171
[34] Multimodal Learning of Geometry-Preserving Binary Codes for Semantic Image Retrieval
Irie, Go
Arai, Hiroyuki
Taniguchi, Yukinobu
IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2017, E100D (04) : 600 - 609
[35] Not all fake news is semantically similar: Contextual semantic representation learning for multimodal fake news detection
Peng, Liwen
Jian, Songlei
Kan, Zhigang
Qiao, Linbo
Li, Dongsheng
INFORMATION PROCESSING & MANAGEMENT, 2024, 61 (01)
[36] Multimodal Indexing of Multilingual News Video
Ghosh, Hiranmay
Kopparapu, Sunil Kumar
Chattopadhyay, Tanushyam
Khare, Ashish
Wattamwar, Sujal Subhash
Gorai, Amarendra
Pandharipande, Meghna
INTERNATIONAL JOURNAL OF DIGITAL MULTIMEDIA BROADCASTING, 2010, 2010
[37] Semantic indexing of news video sequences: A multimodal hierarchical approach based on hidden Markov model
Kolekar, M. H.
Sengupta, S.
TENCON 2005 - 2005 IEEE REGION 10 CONFERENCE, VOLS 1-5, 2006, : 2647 - 2652
[38] Large Scale News Video Database Browsing and Retrieval via Information Visualization
Luo, Hangzai
Fan, Jianping
Satoh, Shin'ichi
Ribarsky, William
APPLIED COMPUTING 2007, VOL 1 AND 2, 2007, : 1086 - +
[39] News Video Clip Retrieval Based on Topic Caption Text and Audio Information
Zhao Yaqin
Zheng Jiaqiang
Zhou Hongping
PROCEEDINGS OF THE 2009 WRI GLOBAL CONGRESS ON INTELLIGENT SYSTEMS, VOL IV, 2009, : 477 - 481
[40] Combined Application of Video Semantic Understanding Technology for Music Video Information Learning
Liu S.
Yang Q.
Gong T.
Computer-Aided Design and Applications, 2023, 20 (S10): : 34 - 44

← 1 2 3 4 5 →