• Complex
  • Title
  • Keyword
  • Abstract
  • Scholars
  • Journal
  • ISSN
  • Conference
搜索

Author:

Pang, Junbiao (Pang, Junbiao.) (Scholars:庞俊彪) | Huang, Jing (Huang, Jing.) | Zhang, Weigang (Zhang, Weigang.) | Huang, Qingming (Huang, Qingming.) (Scholars:黄庆明) | Yin, Baocai (Yin, Baocai.) (Scholars:尹宝才)

Indexed by:

EI Scopus SCIE

Abstract:

Recently top performing cross-media topic detection employs Similarity Diffusion Process (SDP) to rank the interestingness of topics from a large number of candidates. SDP models the polysemous phenomenon from short and less-constrained user-generated data by assuming the similarities between two multi-media data should be divided into intersected topics. The noise in SDP plays an important role to explain the generation of the similarity. However, it is unclear what kind of noise is more appropriate for different modalities in cross media: SDP under different noises should has the lower false positives when topics are successfully detected. In this paper, we provide an in depth analysis of two types of noises (Poisson and Gaussian) for this task. In the evaluation, we observe that the combination of Poisson noise and topic sizes performs best while Gaussian noise has a faster optimization speed than that of Poisson one.

Keyword:

Deconvolution Poisson noise Similarity Diffusion Process Gaussian noise Unsupervised ranking

Author Community:

  • [ 1 ] [Pang, Junbiao]Beijing Univ Technol, Fac Informat Technol, Beijing Key Lab Multimedia & Intelligent Software, Beijing 100124, Peoples R China
  • [ 2 ] [Huang, Jing]Beijing Univ Technol, Fac Informat Technol, Beijing Key Lab Multimedia & Intelligent Software, Beijing 100124, Peoples R China
  • [ 3 ] [Yin, Baocai]Beijing Univ Technol, Fac Informat Technol, Beijing Key Lab Multimedia & Intelligent Software, Beijing 100124, Peoples R China
  • [ 4 ] [Zhang, Weigang]Univ Chinese Acad Sci, Chinese Acad Sci, Beijing 100049, Peoples R China
  • [ 5 ] [Zhang, Weigang]Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China
  • [ 6 ] [Huang, Qingming]Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China
  • [ 7 ] [Huang, Qingming]Dalian Univ Technol, Dalian 116024, Peoples R China
  • [ 8 ] [Yin, Baocai]Dalian Univ Technol, Dalian 116024, Peoples R China

Reprint Author's Address:

  • 庞俊彪

    [Pang, Junbiao]Beijing Univ Technol, Fac Informat Technol, Beijing Key Lab Multimedia & Intelligent Software, Beijing 100124, Peoples R China

Show more details

Related Keywords:

Related Article:

Source :

MULTIMEDIA TOOLS AND APPLICATIONS

ISSN: 1380-7501

Year: 2017

Issue: 23

Volume: 76

Page: 25145-25157

3 . 6 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:175

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

Online/Total:660/5296451
Address:BJUT Library(100 Pingleyuan,Chaoyang District,Beijing 100124, China Post Code:100124) Contact Us:010-67392185
Copyright:BJUT Library Technical Support:Beijing Aegean Software Co., Ltd.