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Research on Automatic Annotation for Video Database Based on Deep Learning

Research Project

Project/Area Number 15K00159
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Multimedia database
Research InstitutionKogakuin University

Principal Investigator

CHEN QIU  工学院大学, 情報学部(情報工学部), 准教授 (00400292)

Co-Investigator(Kenkyū-buntansha) 小谷 光司  秋田県立大学, システム科学技術学部, 教授 (20250699)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2017: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2016: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2015: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Keywordsアノテーション / マルチメディア / データベース / ディープラーニング / パターン認識 / アルゴリズム / 情報システム
Outline of Final Research Achievements

Due to the rapid development of information society, viewing means is being changed from traditional television to online video viewing in recent years. However, text information describing the contents does not exist in the videos broadcasted on television or shot with video cameras. In order to realize video retrieval just using keywords, automatic annotation method is necessary that gives meta information representing the contents of video in a text format. In this research, we propose a novel annotation algorithm for video database with high precision, which can realize superior performance compared with conventional methods.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (21 results)

All 2018 2017 2016 2015

All Journal Article (3 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 3 results,  Open Access: 2 results) Presentation (18 results) (of which Int'l Joint Research: 7 results)

  • [Journal Article] Face Recognition Algorithm Using Extended Vector Quantization Histogram Features2018

    • Author(s)
      Yan Yan, Feifei Lee, Xueqian Wu, Qiu Chen
    • Journal Title

      Plos One

      Volume: 13 Issue: 1 Pages: e0190378-e0190378

    • DOI

      10.1371/journal.pone.0190378

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Improved Spatial Pyramid Matching for Scene Recognition2018

    • Author(s)
      Lin Xie, Feifei Lee, Li Liu, Zhong Yin, Yan Yan, Weidong Wang, Junjie Zhao, and Qiu Chen
    • Journal Title

      Pattern Recognition

      Volume: 印刷中

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] An Improved Histogram-based Features in Low-frequency DCT Domain for Face Recognition2015

    • Author(s)
      Qiu Chen, Koji Kotani, Feifei Lee, and Tadahiro Ohmi
    • Journal Title

      International Journal of Machine Learning and Computing

      Volume: 5 Issue: 5 Pages: 404-408

    • DOI

      10.7763/ijmlc.2015.v5.542

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] ディープラーニングによるモバイル顔認証システム2018

    • Author(s)
      綱島 秀樹, 佐藤 祥, 星 泰成, 陳 キュウ
    • Organizer
      2018電子情報通信学会総合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 画像の感性を反映させたフォントの自動生成手法2018

    • Author(s)
      中村 充志, 佐藤 祥, 陳 キュウ
    • Organizer
      2018電子情報通信学会総合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 異なる空間情報を利用した類似画像検索手法2018

    • Author(s)
      森野 光輝, 佐藤 祥, 陳 キュウ
    • Organizer
      2018電子情報通信学会総合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 敵対的生成ネットワークを用いた顔画像生成手法2018

    • Author(s)
      星 泰成, 佐藤 祥, 綱島 秀樹, 陳 キュウ
    • Organizer
      2018電子情報通信学会総合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Improved Multiple Histogram-based Features for Robust Face Recognition2017

    • Author(s)
      Qiu Chen, Feifei Lee, Koji Kotani
    • Organizer
      10th Int’l Congress on Image and Signal Processing, Biomedical Engineering and Informatics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Video Copy Detection Using Histogram Based Spatio-temporal Features2017

    • Author(s)
      Feifei Lee, Junjie Zhao, Koji Kotani, and Qiu Chen
    • Organizer
      10th Int’l Congress on Image and Signal Processing, Biomedical Engineering and Informatics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 複数ヒストグラム特徴量の統合によるビデオデータベース高速探索の精度向上に関する検討2017

    • Author(s)
      宮本 朋希, 長田 唯輝, 陳 キュウ
    • Organizer
      画像工学研究会
    • Place of Presentation
      北海道
    • Related Report
      2016 Research-status Report
  • [Presentation] 複数ヒストグラム特徴量の統合によるビデオデータベースの高速探索-特徴量及び探索手法の検討2017

    • Author(s)
      宮本朋希, 長田唯輝, 陳 キュウ
    • Organizer
      2017電子情報通信学会総合大会
    • Place of Presentation
      名古屋
    • Related Report
      2016 Research-status Report
  • [Presentation] 複数ヒストグラム特徴量の統合によるビデオデータベースの高速探索-探索システム性能の評価2017

    • Author(s)
      長田唯輝, 宮本朋希, 陳 キュウ
    • Organizer
      2017電子情報通信学会総合大会
    • Place of Presentation
      名古屋
    • Related Report
      2016 Research-status Report
  • [Presentation] 周波数空間及び実空間特徴量を用いた顔認識の精度向上の検討2017

    • Author(s)
      佐藤 祥, 小島佑太, 陳キュウ
    • Organizer
      2017電子情報通信学会総合大会
    • Place of Presentation
      名古屋
    • Related Report
      2016 Research-status Report
  • [Presentation] 実空間及び周波数空間特徴量を用いた類似画像検索手法の検討2017

    • Author(s)
      坂本晃市, 佐藤 祥, 陳 キュウ
    • Organizer
      2017電子情報通信学会総合大会
    • Place of Presentation
      名古屋
    • Related Report
      2016 Research-status Report
  • [Presentation] ヒストグラム特徴を用いたビデオデータベースの高速探索2016

    • Author(s)
      鏡翔太, 山部未葵, 陳キュウ
    • Organizer
      2016年電子情報通信学会総合大会
    • Place of Presentation
      福岡, 日本
    • Year and Date
      2016-03-17
    • Related Report
      2015 Research-status Report
  • [Presentation] ヒストグラム特徴量を用いた画像検索手法の検討2016

    • Author(s)
      藤井祐輔, 小林積博, 佐藤祥, 陳キュウ
    • Organizer
      2016年電子情報通信学会総合大会
    • Place of Presentation
      福岡, 日本
    • Year and Date
      2016-03-17
    • Related Report
      2015 Research-status Report
  • [Presentation] An Improved Face Recognition Algorithm Using Histogram-based Features in Spatial and Frequency Domains2016

    • Author(s)
      Qiu Chen, Koji Kotani, Feifei Lee, and Tadahiro Ohmi
    • Organizer
      18th International Conference on Knowledge, Intelligence and Security Informatics
    • Place of Presentation
      London, UK
    • Year and Date
      2016-02-26
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Fast Search Algorithm for Large Video Database Using HOG Based Features2016

    • Author(s)
      Qiu Chen, Koji Kotani, Feifei Lee, and Tadahiro Ohmi
    • Organizer
      5th International Conference on Signal and Image Processing
    • Place of Presentation
      Sydney, Australia
    • Year and Date
      2016-02-06
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Face Verification System for Android Mobile Devices Using Histogram Based Features2016

    • Author(s)
      Sho Sato, Kazuhiro Kobayashi, and Qiu Chen
    • Organizer
      1st International Workshop on Pattern Recognition
    • Place of Presentation
      Tokyo, Japan
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Face Recognition Using Multiple Histogram Features in Spatial and Frequency Domains2016

    • Author(s)
      Qiu Chen, Koji Kotani, and Feifei Lee
    • Organizer
      12th International Conference on Signal-Image Technology & Internet-Based Systems
    • Place of Presentation
      Naples, Italy
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Image Retrieval Using Features in Spatial and Frequency Domains Based on Block-Division2015

    • Author(s)
      Kazuhiro Kobayashi, Qiu Chen
    • Organizer
      2015 International Conference on Computational Science and Computational Intelligence
    • Place of Presentation
      Las Vegas, USA
    • Year and Date
      2015-12-09
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research

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Published: 2015-04-16   Modified: 2019-03-29  

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