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Construction of a large scale image feature database using sparse coding

Research Project

Project/Area Number 25730070
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Multimedia database
Research InstitutionUniversity of Tsukuba

Principal Investigator

TEZUKA Taro  筑波大学, 図書館情報メディア系, 准教授 (40423016)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2016: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2015: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2014: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2013: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywordsスパース符号化 / 辞書学習 / 画像特徴量 / 画像認識 / スパース性 / 画像分類 / 画像処理
Outline of Final Research Achievements

Dictionary learning is a general name given to methods that features for decomposing observed data into a sparse linear combination. One achievement of this project was to develop a method of speeding up K-SVD, a widely-used method for dictionary learning, by
iterative projection onto lower dimensional subspace. The result was published as an article in the Journal of Information Processing by the Information Processing Society of Japan in May 2016. By applying the method to a set of images, an image feature database was constructed. In addition, a method of image classification using a Fisher kernel imposing sparsity was developed.

Report

(4 results)
  • 2016 Final Research Report ( PDF )
  • 2015 Annual Research Report
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (19 results)

All 2016 2015 2014 2013

All Journal Article (2 results) (of which Peer Reviewed: 2 results,  Acknowledgement Compliant: 1 results) Presentation (16 results) (of which Int'l Joint Research: 3 results) Book (1 results)

  • [Journal Article] Dictionary learning by normalized bilateral projection2016

    • Author(s)
      Taro Tezuka
    • Journal Title

      Journal of Information Processing

      Volume: 24 Pages: 1-8

    • NAID

      130005151514

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Visualization of Relationships among Historical Persons from Japanese Historical Documents2013

    • Author(s)
      Fuminori Kiumra, Takahiko Osaki, Taro Tezuka, and Akira Maeda
    • Journal Title

      Literary and Linguistic Computing

      Volume: 28 Issue: 2 Pages: 271-278

    • DOI

      10.1093/llc/fqs045

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] Spike train pattern discovery using interval structure alignment2015

    • Author(s)
      Taro Tezuka
    • Organizer
      The 22nd International Conference on Neural Information Processing
    • Place of Presentation
      Istanbul, Turkey
    • Year and Date
      2015-11-09
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Sparse coding and dictionary learning for spike trains to find spatio-temporal patterns2015

    • Author(s)
      Taro Tezuka
    • Organizer
      The 24th Annual Computational Neuroscience Meeting
    • Place of Presentation
      Prague, Czech Republic
    • Year and Date
      2015-07-17
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Connectivity estimation of neural networks using a spike train kernel2015

    • Author(s)
      Taro Tezuka
    • Organizer
      The 2015 International Joint Conference on Neural Networks
    • Place of Presentation
      Killarney, Ireland
    • Year and Date
      2015-07-12
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A dictionary learning algorithm for sparse coding by the normalized bilateral projections2014

    • Author(s)
      Taro Tezuka
    • Organizer
      24th IEEE International Workshop on Machine Learning for Signal Processing (MLSP2014)
    • Place of Presentation
      Reims, France
    • Year and Date
      2014-09-21 – 2014-09-24
    • Related Report
      2014 Research-status Report
  • [Presentation] Fisher Laplacian Kernel for Image Analysis2014

    • Author(s)
      Mika Sayama and Taro Tezuka
    • Organizer
      7th International Conference on Intelligent Interactive Multimedia Systems and Services (IIMSS2014)
    • Place of Presentation
      Chania, Greece
    • Year and Date
      2014-06-18 – 2014-06-20
    • Related Report
      2014 Research-status Report
  • [Presentation] Spike train kernels for multiple neuron recordings2014

    • Author(s)
      Spike train kernels for multiple neuron recordings
    • Organizer
      39th International Conference on Acoustics, Speech and Signal Processing
    • Place of Presentation
      Florence, Italy
    • Year and Date
      2014-05-04 – 2014-05-09
    • Related Report
      2014 Research-status Report
  • [Presentation] The effect of music on the level of mental concentration and its temporal change2014

    • Author(s)
      Fumiya Mori, Fatemeh Azadi Naghsh and Taro Tezuka
    • Organizer
      6th International Conference on Computer Supported Education (CSEDU2014)
    • Place of Presentation
      Barcelona, Spain
    • Year and Date
      2014-04-03 – 2014-04-05
    • Related Report
      2014 Research-status Report
  • [Presentation] スパース符号化を用いたブラインド信号源分離2014

    • Author(s)
      有村夢香, 手塚太郎
    • Organizer
      第6回データ工学と情報マネジメントに関するフォーラム
    • Place of Presentation
      淡路夢舞台・ウェスティン淡路(兵庫県淡路市)
    • Related Report
      2013 Research-status Report
  • [Presentation] Measuring spike train distance from two spike trains data simulated by coupled escape rate model2014

    • Author(s)
      胡威, 手塚太郎
    • Organizer
      第6回データ工学と情報マネジメントに関するフォーラム
    • Place of Presentation
      淡路夢舞台・ウェスティン淡路(兵庫県淡路市)
    • Related Report
      2013 Research-status Report
  • [Presentation] カーネル法を用いたスパイク系列集合間の距離計測2014

    • Author(s)
      古谷遼平, 手塚太郎
    • Organizer
      第6回データ工学と情報マネジメントに関するフォーラム
    • Place of Presentation
      淡路夢舞台・ウェスティン淡路(兵庫県淡路市)
    • Related Report
      2013 Research-status Report
  • [Presentation] 創造力テスト;n-gramを用いた拡散的思考力の定量的評価2014

    • Author(s)
      安政駿, 手塚太郎
    • Organizer
      第6回データ工学と情報マネジメントに関するフォーラム
    • Place of Presentation
      淡路夢舞台・ウェスティン淡路(兵庫県淡路市)
    • Related Report
      2013 Research-status Report
  • [Presentation] The effect of music on the level of mental concentration and its temporal change2014

    • Author(s)
      Fumiya Mori, Fatemeh Azadi Naghsh, Taro Tezuka
    • Organizer
      The 6th International Conference on Computer Supported Education
    • Place of Presentation
      Barcelo Sants Hotel, Barcelona, Spain
    • Related Report
      2013 Research-status Report
  • [Presentation] Modeling knowledge by probability and sparsity2013

    • Author(s)
      Taro Tezuka
    • Organizer
      Joint Seminar between Japan and Finland - Optimization, Data Mining and Industrial Applications Using Soft Computing
    • Place of Presentation
      室蘭工業大学(北海道室蘭市)
    • Related Report
      2013 Research-status Report
  • [Presentation] Verification of component validity in gamification2013

    • Author(s)
      Shun Yasumasa, Taro Tezuka
    • Organizer
      The 5th International Workshop with Mentors on Databases, Web and Information Management for Young Researchers
    • Place of Presentation
      北海道大学(北海道札幌市)
    • Related Report
      2013 Research-status Report
  • [Presentation] Transformed Reality - altering human perceptions by computation -2013

    • Author(s)
      Yoshie Kubota, Taro Tezuka
    • Organizer
      The International Conference on Culture and Computing 2013
    • Place of Presentation
      立命館大学(京都府京都市)
    • Related Report
      2013 Research-status Report
  • [Presentation] A system using n-grams for visualizing the human tendency to repeat the same patterns and the difficulty of divergent thinking2013

    • Author(s)
      Taro Tezuka, Shun Yasumasa, Fatemeh Azadi Naghsh
    • Organizer
      The 8th International Conference on Knowledge, Information and Creativity Support Systems
    • Place of Presentation
      Radisson Blu Hotel, Krakow, Poland
    • Related Report
      2013 Research-status Report
  • [Book] Social Informatics - Proceedings of the 5th International Conference on Social Informatics2013

    • Author(s)
      Adam Jatowt, Ee-Peng Lim, Ying Ding, Asako Miura, Taro Tezuka, Gael Dias, Katsumi Tanaka, Andrew Flanagin, Bing Tian Dai
    • Total Pages
      494
    • Publisher
      Springer
    • Related Report
      2013 Research-status Report

URL: 

Published: 2014-07-25   Modified: 2019-07-29  

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