Multimedia summarization using social media content

被引:28
作者
Amato, Flora [1 ]
Castiglione, Aniello [2 ]
Moscato, Vincenzo
Picariello, Antonio [1 ]
Sperli, Giancarlo [1 ]
机构
[1] Univ Naples Federico II, Dept Elect Engn & Informat Technol, Via Claudio 21, I-80125 Naples, Italy
[2] Univ Salerno, Via Giovanni Paolo II,132, Fisciano, Salerno, Italy
关键词
Visual analytics; Multimedia summarization; Online social networks; Influence analysis; ALGORITHM;
D O I
10.1007/s11042-017-5556-2
中图分类号
TP [自动化技术、计算机技术];
学科分类号
080201 [机械制造及其自动化];
摘要
In this work, we propose a novel multimedia summarization technique from Online Social Networks (OSNs). In particular, we model each Multimedia Social Network (MSN)-i.e. an OSN focusing on the management and sharing of multimedia information-using an hypergraph based approach and exploit influence analysis methodologies to determine the most important multimedia objects with respect to one or more topics of interest. Successively, we obtain from the list of candidate objects a multimedia summary using a summarization model together with an heuristics that aims to generate summaries with priority (with respect to some user keywords), continuity, variety and not receptiveness features. The performed experiments on Flickr shows the effectiveness of proposed approach.
引用
收藏
页码:17803 / 17827
页数:25
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