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Image Recognition and Understanding Based on Adaptive Recognition Method

Research Project

Project/Area Number 24700178
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Perception information processing/Intelligent robotics
Research InstitutionMeijo University

Principal Investigator

KAZUHIRO HOTTA  名城大学, 理工学部, 准教授 (40345426)

Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2014: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2013: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2012: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords画像認識 / 画像理解 / 対象追跡 / 対象計数 / 画像ラベリング / 局序情報 / 大局情報 / 適応的 / 計数 / 追跡 / 適応的な認識法 / 適応的認識法
Outline of Final Research Achievements

We propose recognition methods based on the processing according to the situation. The proposed method is applied to image labeling, asbestos detection in microscope images and human detection with pose and partial occlusion. In action recognition, the masks for feature extraction are selected from a classificational viewpoint, and the accuracy is improved. In particle tracking, the accuracy is improved by considering the possibility of mis-tracking.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (25 results)

All 2015 2014 2013 2012

All Journal Article (2 results) Presentation (23 results)

  • [Journal Article] Melanosome Tracking Using Automatic Error Correction2015

    • Author(s)
      T.Okabe and K.Hotta
    • Journal Title

      IEICE Trans. on Information and Systems

      Volume: E97-D Pages: 3201-3209

    • NAID

      130004841739

    • Related Report
      2014 Annual Research Report
  • [Journal Article] Image Labeling by Integration of Local Co-occurrence Histogram and Global Features2014

    • Author(s)
      T.Omiya and K.Hotta
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: 18 Pages: 511-517

    • NAID

      130007673151

    • Related Report
      2014 Annual Research Report
  • [Presentation] Image Labeling by Integrating Global Information by 7 Patches and Local Information2015

    • Author(s)
      T.Omiya, T.Ishida and K.Hotta
    • Organizer
      International Conference on Computer Vision Theory and Applications (VISAPP2015)
    • Place of Presentation
      Germany
    • Year and Date
      2015-03-11 – 2015-03-14
    • Related Report
      2014 Annual Research Report
  • [Presentation] Robust Human Detection Using Bag-of-Words and Segmentation2015

    • Author(s)
      Y.Tani and K.Hotta
    • Organizer
      International Conference on Computer Vision Theory and Applications (VISAPP2015)
    • Place of Presentation
      Germany
    • Year and Date
      2015-03-11 – 2015-03-14
    • Related Report
      2014 Annual Research Report
  • [Presentation] HLAC between Cells of HOG Feature for Crowd Counting2014

    • Author(s)
      S.Kumagai and K.Hotta
    • Organizer
      International Symposium on Visual Computing (ISVC2014)
    • Place of Presentation
      USA
    • Year and Date
      2014-12-08 – 2014-12-11
    • Related Report
      2014 Annual Research Report
  • [Presentation] Robust Human Detection to Pose and Occlusion Using Bag-of-Words2014

    • Author(s)
      Y.Tani and K.Hotta
    • Organizer
      International Conference on Pattern Recognition (ICPR2014)
    • Place of Presentation
      Sweeden
    • Year and Date
      2014-08-24 – 2014-08-28
    • Related Report
      2014 Annual Research Report
  • [Presentation] テスト画像の識別に有効な特徴量の強調による対象識別2014

    • Author(s)
      堀田一弘,Larry S.Davis
    • Organizer
      画像の認識・理解シンポジウム(MIRU2014)
    • Place of Presentation
      岡山
    • Year and Date
      2014-07-28 – 2014-07-30
    • Related Report
      2014 Annual Research Report
  • [Presentation] Bag of Words に基づく大きさ違いによるノイズを軽減した人検出2014

    • Author(s)
      谷雄太,堀田一弘
    • Organizer
      画像の認識・理解シンポジウム(MIRU2014)
    • Place of Presentation
      岡山
    • Year and Date
      2014-07-28 – 2014-07-30
    • Related Report
      2014 Annual Research Report
  • [Presentation] K-NNによる大域情報と局所情報を統合した画像ラベリング2014

    • Author(s)
      尾宮匠人,石田貴大,堀田一弘
    • Organizer
      画像の認識・理解シンポジウム(MIRU2014)
    • Place of Presentation
      岡山
    • Year and Date
      2014-07-28 – 2014-07-30
    • Related Report
      2014 Annual Research Report
  • [Presentation] PLSにより生成された回帰に有効な部分空間を用いた群衆計数2014

    • Author(s)
      熊谷章平, 堀田一弘
    • Organizer
      画像の認識・理解シンポジウム(MIRU2014)
    • Place of Presentation
      岡山
    • Year and Date
      2014-07-28 – 2014-07-30
    • Related Report
      2014 Annual Research Report
  • [Presentation] HOG特徴量間の高次局所自己相関とPLS回帰を用いた監視カメラ中の群衆計数2014

    • Author(s)
      熊谷章平,堀田一弘
    • Organizer
      画像センシングシンポジウム (SSII2014)
    • Place of Presentation
      横浜
    • Year and Date
      2014-06-11 – 2014-06-13
    • Related Report
      2014 Annual Research Report
  • [Presentation] Robust Human Detection to Pose and Occlusion Using Bag-of-Words,2014

    • Author(s)
      Y.Tani and K.Hotta
    • Organizer
      International Conference on Pattern Recognition (ICPR2014)
    • Place of Presentation
      Sweden
    • Related Report
      2013 Research-status Report
  • [Presentation] Bag of Wordsに基づく大きさ毎のスコアマップを 用いた人検出2014

    • Author(s)
      谷雄太,堀田一弘
    • Organizer
      電子情報通信学会総合大会
    • Place of Presentation
      新潟
    • Related Report
      2013 Research-status Report
  • [Presentation] Accuracy Improvement of Melanosome Tracking by Error Correction2013

    • Author(s)
      T.Okabe and K.Hotta
    • Organizer
      International Conference on Digital Image Computing: Techniques and Applications (DICTA2013)
    • Place of Presentation
      Australia
    • Related Report
      2013 Research-status Report
  • [Presentation] Action Recognition Using Effective Mask Patterns Selected from an Classificational Viewpoint2013

    • Author(s)
      T.Hayashi and K.Hotta
    • Organizer
      IEEE International Symposium on Multimedia (ISM2013)
    • Place of Presentation
      USA
    • Related Report
      2013 Research-status Report
  • [Presentation] Light Spot Detection in Intracellular Images Using Contextual Information,2013

    • Author(s)
      T.Niwa and K.Hotta
    • Organizer
      14th International Conference on Systems Biology
    • Place of Presentation
      Copenhargen
    • Related Report
      2013 Research-status Report
  • [Presentation] Light Spot Counting in Intracellular Images using Partial Least Squares Regression and Correlation between Features2013

    • Author(s)
      S.Kumagai and K.Hotta
    • Organizer
      1st International Workshop on BioImage Recognition (BIR2013)
    • Place of Presentation
      Matsuyama
    • Related Report
      2013 Research-status Report
  • [Presentation] 変数選択法により選択された有効なマスクパターンを 用いた行動認識2013

    • Author(s)
      林巧,堀田一弘
    • Organizer
      画像の認識・理解シンポジウム(MIRU2013)
    • Place of Presentation
      東京
    • Related Report
      2013 Research-status Report
  • [Presentation] 文脈情報を用いた細胞内画像からの輝点検出2013

    • Author(s)
      丹羽貴也, 堀田一弘
    • Organizer
      画像の認識・理解シンポジウム(MIRU2013)
    • Place of Presentation
      東京
    • Related Report
      2013 Research-status Report
  • [Presentation] 細胞内画像中の輝点検出と円当てはめによる 最適な半径の推定2013

    • Author(s)
      熊谷章平,堀田一弘
    • Organizer
      画像の認識・理解シンポジウム(MIRU2013)
    • Place of Presentation
      東京
    • Related Report
      2013 Research-status Report
  • [Presentation] Bag-of-Wordsを用いた共起ヒストグラムに よる画像ラベリング2013

    • Author(s)
      尾宮匠人,堀田一弘
    • Organizer
      画像の認識・理解シンポジウム(MIRU2013)
    • Place of Presentation
      東京
    • Related Report
      2013 Research-status Report
  • [Presentation] Bag of Words を用いた人領域の検出2013

    • Author(s)
      谷雄太,堀田一弘
    • Organizer
      東海支部大会
    • Place of Presentation
      浜松
    • Related Report
      2013 Research-status Report
  • [Presentation] 複数特徴量とPartial Least Squares 回帰による 細胞内画像中の輝点計数2013

    • Author(s)
      熊谷章平,堀田一弘
    • Organizer
      東海支部大会
    • Place of Presentation
      浜松
    • Related Report
      2013 Research-status Report
  • [Presentation] Image Labeling Using Integration of Local and Global Features2013

    • Author(s)
      T.Omiya and K.Hotta
    • Organizer
      International Conference on Pattern Recognition Applications and Methods
    • Place of Presentation
      Spain
    • Related Report
      2012 Research-status Report
  • [Presentation] Unsupervised Mask Patterns Generation for Extracting Action Specific Motion Features2012

    • Author(s)
      S.Ito, T.Hayashi and K.Hotta
    • Organizer
      International Conference on SIGNAL IMAGE TECHNOLOGY & INTERNET BASED SYSTEMS
    • Place of Presentation
      Italy
    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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