• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Study on Fast Image Retrieval and Recognition Using Visual Big Data

Research Project

Project/Area Number 15K00248
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Perceptual information processing
Research InstitutionWaseda University

Principal Investigator

Kamata Seiichiro  早稲田大学, 理工学術院(情報生産システム研究科・センター), 教授 (00204602)

Research Collaborator SUGIMOTO Kenjiro  
ZHANG Qieshi  
RYU Jegoon  
HAO Pengyi  
WU Renjie  
OKUTANI Ryo  
YE Xiaoxi  
LAI Yongwen  
LIM Xueting  
QIU Fan  
TANG Kaihua  
WU Xinhui  
NI Shoucheng  
YANO Koichi  
TIAN Li  
MA Lizhuang  
BRECKON Toby  
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2017: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2016: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2015: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywords画像検索 / 画像認識 / スパースグラフ / ニューラルネットワーク / ビジュアルビッグデータ / ディープラーニング / 圧縮可能性 / 基底関数分解 / 深層学習 / ハッシュ関数 / グラフニューラルネットワーク / 畳込みニューラルネットワーク / 高速画像検索 / 高速画像認識 / 定数時間フィルタ / 高速特徴記述 / 高速特徴点検出
Outline of Final Research Achievements

Big data from visual media, which is called visual big data, was utilized in this study, and new methodologies in image retrieval and recognition were established based on a concept of compressibility which is focusng on reduction of computational complexity in information theory. Especially combining with state-of-the-art deep learning, a new research direction of sparse graph neural network was developed using face visual big data.

Report

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

    (47 results)

All 2018 2017 2016 2015 Other

All Int'l Joint Research (6 results) Journal Article (20 results) (of which Int'l Joint Research: 14 results,  Peer Reviewed: 20 results,  Open Access: 3 results,  Acknowledgement Compliant: 8 results) Presentation (21 results) (of which Int'l Joint Research: 16 results)

  • [Int'l Joint Research] 上海交通大学/浙江工科大学/陝西師範大学(中国)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] ダラム大学(英国)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] 上海交通大学/浙江工科大学(中国)

    • Related Report
      2016 Research-status Report
  • [Int'l Joint Research] ダラム大学(英国)

    • Related Report
      2016 Research-status Report
  • [Int'l Joint Research] 上海交通大学(中国)

    • Related Report
      2015 Research-status Report
  • [Int'l Joint Research]

    • Related Report
      2015 Research-status Report
  • [Journal Article] Nuclei Detection Based on Secant Normal Voting with Skipping Ranges in Stained Histopathological Images2018

    • Author(s)
      Lim XueTing, Sugimoto Kenjiro, Kamata Sei-ichiro
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E101.D Issue: 2 Pages: 523-530

    • DOI

      10.1587/transinf.2017EDP7326

    • NAID

      130006328464

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Copy move image forgery detection based on polar Fourier representation2018

    • Author(s)
      Wang Yitian、 Kamata Sei-ichiro
    • Journal Title

      International Journal of Machine Learning and Computing

      Volume: 8

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Discriminative Histogram Intersection Metric Learning and Its Applications2017

    • Author(s)
      Hao Peng-Yi、Xia Yang、Li Xiao-Xin、Kamata Sei-ichiro、Chen Sheng-Yong
    • Journal Title

      Journal of Computer Science and Technology

      Volume: 32 Issue: 3 Pages: 507-519

    • DOI

      10.1007/s11390-017-1740-0

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Complex coefficient representation for IIR bilateral filter2017

    • Author(s)
      Fukushima Norishige、Sugimoto Kenjiro、Kamata Sei-ichiro
    • Journal Title

      Proceedings of IEEE International Conference on Image Processing

      Volume: - Pages: 2458-2462

    • DOI

      10.1109/icip.2017.8296724

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Face Recognition via Deep Sparse Graph Neural Networks2017

    • Author(s)
      Wu Renjie、Kamata Sei-ichiro、Breckon Toby
    • Journal Title

      Proceedings of Workshop on Deep Learning on Irregular Domains in British Machine Vision Conference

      Volume: ー Pages: 1-10

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Vehicle detection from onboard camera using patch decided vanishing point2017

    • Author(s)
      Wang Zihao、Qu Weidong、Kamata Sei-ichiro
    • Journal Title

      Proceedings of 10th International Congress on Image and Signal Processing

      Volume: - Pages: 1-7

    • DOI

      10.1109/cisp-bmei.2017.8302022

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Auto coder-decoder (CODEC) model based sparse representation for image super resolution2017

    • Author(s)
      Zhang Qieshi、Gu Liyan、Cheng Jun、Wu Xiaojun、Kamata Sei-ichiro
    • Journal Title

      Proceedings of 10th International Congress on Image and Signal Processing

      Volume: - Pages: 1-6

    • DOI

      10.1109/cisp-bmei.2017.8301950

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Deep Face Recognition under Eyeglass and Scale Variation Using Extended Siamese Network2017

    • Author(s)
      Qui Fan、Kamata Sei-ichiro、Ma Lizhuang
    • Journal Title

      Proceedings of IAPR Asian Conference on Pattern Recognition

      Volume: ー Pages: 471-476

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Supervised Two-Step Hash Learning for Efficient Image Retrieval2017

    • Author(s)
      Wu Xinhui、Kamata Sei-ichiro、Ma Lizhuang
    • Journal Title

      Proceedings of IAPR Asian Conference on Pattern Recognition

      Volume: ー Pages: 184-189

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Robust registration of serial cell microscopic images using 3D Hilbert scan search2017

    • Author(s)
      Lai Yongwen 、Kamata Sei-ichiro、Fu Zhizhong
    • Journal Title

      Proceedings of IAPR International Conference on Machine Vision Applications

      Volume: ー Pages: 530-533

    • DOI

      10.23919/mva.2017.7986917

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Two-stage cross-based stereo disparity refinement2017

    • Author(s)
      Xu Zonglin、Kamata Sei-ichiro、Zhang Qieshi
    • Journal Title

      Proceedings of IAPR International Conference on Machine Vision Applications

      Volume: ー Pages: 420-423

    • DOI

      10.23919/mva.2017.7986890

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Eigen-Aging Reference Coding for Cross-Age Face Verification and Retrieval2017

    • Author(s)
      Kaihua TANG, Sei-ichiro KAMATA, Xiaonan HOU, Shouhong DING, Lizhuang MA
    • Journal Title

      Proc. Asian Conference on Computer Vision

      Volume: - Pages: 389-403

    • DOI

      10.1007/978-3-319-54187-7_26

    • ISBN
      9783319541860, 9783319541877
    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Discriminative Histogram Intersection Metric Learning and Its Applications2017

    • Author(s)
      Pengyi HAO, Yang XIA, Xiaoxin LI, Sei-ichiro KAMATA, Shengyong CHEN
    • Journal Title

      Journal of Computer Science and Technology

      Volume: 印刷中

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] A Jointly Local Structured Sparse Deep Learning Network for Face Recognition2016

    • Author(s)
      Renjie Wu and Sei-ichiro KAMATA
    • Journal Title

      Proc. IEEE international Conference on Image Processing

      Volume: - Pages: 3026-3030

    • DOI

      10.1109/icip.2016.7532915

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Constant-time bilateral filter using spectral decomposition2016

    • Author(s)
      Kenjiro Sugimoto, Toby Breckon and Sei-ichiro KAMATA
    • Journal Title

      Proc. IEEE international Conference on Image Processing

      Volume: - Pages: 3319-3323

    • DOI

      10.1109/icip.2016.7532974

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Adaptive Sampling and Wavelet Tree based Compressive Sensing for MRI Reconstruction2016

    • Author(s)
      Qieshi Zhang and Sei-ichiro KAMATA
    • Journal Title

      Proc. IEEE international Conference on Image Processing

      Volume: - Pages: 2524-2528

    • DOI

      10.1109/icip.2016.7532814

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Efficient Keypoint Detection and Description Using Filter Kernel Decomposition in Scale Space2016

    • Author(s)
      Ryo Okutani, Kenjiro Sugimoto and Sei-ichiro KAMATA
    • Journal Title

      Proc. IEEE international Conference on Image Processing

      Volume: - Pages: 31-35

    • DOI

      10.1109/icip.2016.7532313

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Accurate system for automatic pill recognition using imprint information2016

    • Author(s)
      Jiya YU, Zhiyuan CHEN, Sei-ichiro KAMATA and Jie YANG
    • Journal Title

      IET Image Processing

      Volume: 9 Issue: 12 Pages: 1039-1047

    • DOI

      10.1049/iet-ipr.2014.1007

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Integrating Multiple Global and Local Features by Product Sparse Coding for Image Retrieval2016

    • Author(s)
      Li TIAN, Qi JIA and Sei-ichiro Kamata
    • Journal Title

      IEICE Trans. on Information and Systems

      Volume: E99-D Pages: 731-738

    • NAID

      130005131820

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Compressive Bilateral Filtering2015

    • Author(s)
      Kenjiro SUGIMOTO and Sei-ichiro KAMATA
    • Journal Title

      IEEE Transactions on Image Processing

      Volume: 24 Issue: 11 Pages: 3357-3369

    • DOI

      10.1109/tip.2015.2442916

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] Hybrid Connection Network for Semantic Segmentation2018

    • Author(s)
      Liang Xiao、Kamata Sei-ichiro
    • Organizer
      International Conference on Digital Image Processing
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Discriminative Histogram Intersection Metric Learning and Its Applications2017

    • Author(s)
      Hao Peng-Yi、Xia Yang、Kamata Sei-ichiro、Li Xiao-Xin、Chen Sheng-Yong
    • Organizer
      Computational Visual Media Conference
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Robust Registration of Serial Cell Microscopic Images Using 3D Hilbert Scan Search2017

    • Author(s)
      Lai Yongwen 、Kamata Sei-ichiro、Fu Zhizhong
    • Organizer
      IAPR International Conference on Machine Vision Applications
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Two-Stage Cross-Based Stereo Disparity Refinement2017

    • Author(s)
      Xu Zonglin、Kamata Sei-ichiro、Zhang Qieshi
    • Organizer
      IAPR International Conference on Machine Vision Applications
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 離散コサイン変換に基づく定数時間ガウシアンフィルタの包括的性能解析2017

    • Author(s)
      杉本 憲治郎、京地 清介、鎌田 清一郎
    • Organizer
      電子情報通信学会技術研究報告(画像工学)
    • Related Report
      2017 Annual Research Report
  • [Presentation] Face Recognition via Deep Sparse Graph Neural Networks2017

    • Author(s)
      Wu Renjie、Kamata Sei-ichiro、Breckon Toby
    • Organizer
      British Machine Vision Conference
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Complex Coefficient Representation ofr IIR Bilateral Filter2017

    • Author(s)
      Fukushima Norishige、Sugimoto Kenjiro、Kamata Sei-ichiro
    • Organizer
      IEEE International Conference on Image Processing
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] レンジカーネルの対称性に基づく効率的な定数時間バイラテラルフィルタ2017

    • Author(s)
      杉本 憲治郎、白井 啓一郎、福嶋 慶繁、鎌田 清一郎
    • Organizer
      信号処理シンポジウム
    • Related Report
      2017 Annual Research Report
  • [Presentation] 特異値分解を用いた効率的な定数時間バイラテラルフィルタ2017

    • Author(s)
      杉本 憲治郎、鎌田 清一郎
    • Organizer
      映像メディア処理シンポジウム
    • Related Report
      2017 Annual Research Report
  • [Presentation] Deep Face Recognition under Eyeglass and Scale Variation Using Extended Siamese Network2017

    • Author(s)
      Qui Fan、Kamata Sei-ichiro、Ma Lizhuang
    • Organizer
      IAPR Asian Conference on Pattern Recognition
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Supervised Two-Step Hash Learning for Efficient Image Retrieval2017

    • Author(s)
      Wu Xinhui、Kamata Sei-ichiro、Ma Lizhuang
    • Organizer
      IAPR Asian Conference on Pattern Recognition
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Eigen-Aging Reference Coding for Cross-Age Face Verification and Retrieval2016

    • Author(s)
      Kaihua TANG, Sei-ichiro KAMATA, Xiaonan HOU, Shouhong DING, Lizhuang MA
    • Organizer
      Asian Conference on Computer Vision
    • Place of Presentation
      中国台湾台北国際会議場
    • Year and Date
      2016-11-20
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 最適化によるモーメント保存型定数時間ガウシアンフィルタの設計2016

    • Author(s)
      杉本憲治郎, 京地清介, 鎌田清一郎
    • Organizer
      画像符号化・映像メディア処理シンポジウムPCSJ/IMPS
    • Place of Presentation
      静岡県伊豆市ラフォーレ修善寺
    • Year and Date
      2016-11-16
    • Related Report
      2016 Research-status Report
  • [Presentation] A Jointly Local Structured Sparse Deep Learning Network for Face Recognition2016

    • Author(s)
      Renjie Wu and Sei-ichiro KAMATA
    • Organizer
      IEEE international Conference on Image Processing
    • Place of Presentation
      米国フェニックス国際会議場
    • Year and Date
      2016-09-24
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Constant-time bilateral filter using spectral decomposition2016

    • Author(s)
      Kenjiro Sugimoto, Toby Breckon and Sei-ichiro KAMATA
    • Organizer
      IEEE international Conference on Image Processing
    • Place of Presentation
      米国フェニックス国際会議場
    • Year and Date
      2016-09-24
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Adaptive Sampling and Wavelet Tree based Compressive Sensing for MRI Reconstruction2016

    • Author(s)
      Qieshi Zhang and Sei-ichiro KAMATA
    • Organizer
      IEEE international Conference on Image Processing
    • Place of Presentation
      米国フェニックス国際会議場
    • Year and Date
      2016-09-24
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Efficient Keypoint Detection and Description Using Filter Kernel Decomposition in Scale Space2016

    • Author(s)
      Ryo Okutani, Kenjiro Sugimoto and Sei-ichiro KAMATA
    • Organizer
      IEEE international Conference on Image Processing
    • Place of Presentation
      米国フェニックス国際会議場
    • Year and Date
      2016-09-24
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Efficient Keypoint Detection and Description Using Via Polynomial Regression of Scale Space2016

    • Author(s)
      Ryo OKUTANI, Kenjiro SUGIMOTO and Sei-ichiro KAMATA
    • Organizer
      IEEE International Conference, Acoustic, Signal Processing
    • Place of Presentation
      中国上海国際会議場
    • Year and Date
      2016-03-22
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Learning Discriminative and Shareable Patches for Scene Classification2016

    • Author(s)
      Shoucheng Ni, Qieshi Zhang, Sei-ichiro Kamata, Chongyang Zhang
    • Organizer
      IEEE International Conference, Acoustic, Signal Processing
    • Place of Presentation
      中国上海国際会議場
    • Year and Date
      2016-03-22
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Novel Color Space Based on RGB Color Barycenter2016

    • Author(s)
      Qieshi Zhang and Sei-ichiro Kamata
    • Organizer
      IEEE International Conference, Acoustic, Signal Processing
    • Place of Presentation
      中国上海国際会議場
    • Year and Date
      2016-03-22
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 離散KLTによる定数時間バイラテラルフィルタ2015

    • Author(s)
      杉本 憲治郎, 鎌田 清一郎
    • Organizer
      信号処理シンポジウム
    • Place of Presentation
      福島県いわき市スパリゾートハワイアンズ
    • Year and Date
      2015-11-04
    • Related Report
      2015 Research-status Report

URL: 

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

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi