A generic framework for semantic video indexing based on visual concepts/contexts detection

被引:11
作者
Elleuch, Nizar [1 ]
Ben Ammar, Anis [1 ]
Alimi, Adel M. [1 ]
机构
[1] Univ Sfax, Natl Sch Engn ENIS, Res Groups Intelligent Machines, REGIM Lab, Sfax 3038, Tunisia
关键词
Semantic indexing; Concepts; Contexts; SVI_REGIMVid; SCALE; RECOGNITION; RETRIEVAL; CONTEXT;
D O I
10.1007/s11042-014-1955-9
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Providing a semantic access to video data requires the development of concept detectors. However, semantic concepts detection is a hard task due to the large intra-class and the small inter-class variability of content. Moreover, semantic concepts co-occur together in various contexts and their occurrence may vary from one to another. Thus, it is interesting to exploit this knowledge in order to achieve satisfactory performances. In this paper we present a generic semantic video indexing scheme, called SVI_ REGIMVid. It is based on three levels of analysis. The first level (level1) focuses on low-level processing such as video shot boundary/ key-frame detection, annotation tools, key-points detection and visual features extraction tools. The second level (level2) aims to build the semantic models for supervised learning of concepts/ contexts. The third level (level3) enriches the semantic interpretation of concepts/ contexts by exploiting fuzzy knowledge. The obtained experimental results are promising for a semantic concept/ context detection process. Keywords Semantic indexing. Concepts.
引用
收藏
页码:1397 / 1421
页数:25
相关论文
共 57 条
  • [1] Amir Arnon., 2003, NIST TRECVID-2003
  • [2] Context-based object-class recognition and retrieval by Generalized Correlograms
    Amores, Jaume
    Sebe, Nicu
    Radeva, Petia
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2007, 29 (10) : 1818 - 1833
  • [3] [Anonymous], 2006, P 8 ACM SIGMM INT WO, DOI DOI 10.1145/1178677.1178722
  • [4] [Anonymous], 2007, P ASS COMP MACH MULT
  • [5] [Anonymous], CVPR
  • [6] [Anonymous], P TRECVID 2003 WORKS
  • [7] [Anonymous], EUROCON
  • [8] [Anonymous], TRECVID
  • [9] [Anonymous], P 5 INT INT C MOD US
  • [10] Ayache S, 2008, LECT NOTES COMPUT SC, V4956, P187