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2009 Fiscal Year Final Research Report

An exploration of robust model structures for image variations based on statistical approaches

Research Project

  • PDF
Project/Area Number 19700165
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Perception information processing/Intelligent robotics
Research InstitutionNagoya Institute of Technology

Principal Investigator

NANKAKU Yoshihiko  Nagoya Institute of Technology, 大学院・工学研究科, 助教 (80397497)

Project Period (FY) 2007 – 2009
Keywordsパターン認識 / 画像認識 / 統計モデル / 隠れマルコフモデル
Research Abstract

The objective of this research is to find general model structures which are robust to image variations for image recognition. Separable lattice HMMs (SL-HMM) have been proposed as statistical models which can deal with location and size variations. This research proposed a new model structure which integrates linear feature extraction based on probabilistic principal component analysis and factor analysis into SL-HMMs. Furthermore, SL-HMMs were extended to models which can represent rotation variations and which include explicit state duration models.

  • Research Products

    (5 results)

All 2010 2009 2007

All Journal Article (5 results) (of which Peer Reviewed: 3 results)

  • [Journal Article] Face recognition based on separable lattice 2-D HMM with state duration modeling2010

    • Author(s)
      Yoshiaki Takahashi, Akira Tamamori, Yoshihiko Nankaku, Keiichi Tokuda
    • Journal Title

      2010 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2010)

      Pages: 2162-2165

    • Peer Reviewed
  • [Journal Article] An extension of separable lattice 2-D HMMs for rotational data variations2010

    • Author(s)
      Akira Tamamori, Yoshihiko Nankaku, Keiichi Tokuda
    • Journal Title

      2010 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2010)

      Pages: 2206-2209

    • Peer Reviewed
  • [Journal Article] 状態継続長を考慮した分離型2次元格子HMMによる顏画像認識2009

    • Author(s)
      高橋良彰, 玉森聡, 南角吉彦, 徳田恵一
    • Journal Title

      電子情報通信学会技術研究報告 vol.108,no.484

      Pages: 153-158

  • [Journal Article] 回転変動を考慮した分離型2次元HMMによる顔画像認識2009

    • Author(s)
      玉森聡, 南角吉彦, 徳田恵一
    • Journal Title

      電子情報通信学会技術研究報告 vol.108,no.484

      Pages: 159-164

  • [Journal Article] Face recognition using hidden Markov eigenface models2007

    • Author(s)
      Yoshihiko Nankaku, Keiichi Tokuda
    • Journal Title

      2007 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2007) Vol.2

      Pages: 469-472

    • Peer Reviewed

URL: 

Published: 2011-06-18   Modified: 2016-04-21  

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