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

A Study of High-Performance Biometric Recognition Using Local Phase Features

Research Project

Project/Area Number 19H04106
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Review Section Basic Section 60070:Information security-related
Research InstitutionTohoku University

Principal Investigator

Ito Koichi  東北大学, 情報科学研究科, 准教授 (70400299)

Co-Investigator(Kenkyū-buntansha) 青木 孝文  東北大学, 情報科学研究科, 教授 (80241529)
Project Period (FY) 2019-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥17,420,000 (Direct Cost: ¥13,400,000、Indirect Cost: ¥4,020,000)
Fiscal Year 2021: ¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2020: ¥5,720,000 (Direct Cost: ¥4,400,000、Indirect Cost: ¥1,320,000)
Fiscal Year 2019: ¥6,630,000 (Direct Cost: ¥5,100,000、Indirect Cost: ¥1,530,000)
Keywords画像,文章,音声等認識 / バイオメトリクス / 画像照合 / ディジタル信号処理 / 局所位相特徴
Outline of Research at the Start

これまでに,画像の位相情報を活用した高精度な画像マッチング技術である「位相限定相関法」に関する研究を行うとともに,バイオメトリクス認証でその有効性を実証してきた.本研究では,この知見に基づいて生体認証に特化した局所位相特徴を検討する.具体的には,多重解像度表現された局所位相特徴に基づく類似度評価に関する基本アルゴリズム群を構築するとともに,生体認証システムに要求されている「いつでもどこでも・誰でも・簡単に・安全に」を満たすための各種高性能化アルゴリズムを検討する.そして,非接触掌紋・静脈認証,新生児指紋認証,虹彩認証,顔認証に関する応用研究を行って有効性を実証する.

Outline of Final Research Achievements

Based on the knowledge obtained from our previous research on the "Phase-Only Correlation," which is a high-accuracy image matching technique that utilizes the phase information of images, we investigated local phase features dedicated to biometric recognition in this research project. We developed a set of basic algorithms for similarity evaluation based on multi-resolution local phase features, and studied various high-performance algorithms required for biometric recognition systems to meet the requirements of "anytime, anywhere, anyone, easily, and securely". In addition, we applied local phase features to contactless palmprint/vein recognition, neonate fingerprint recognition, iris recognition, and face recognition in order to demonstrated their effectiveness.

Academic Significance and Societal Importance of the Research Achievements

本研究代表者らが開発を進めてきた画像の位相情報に着目した画像マッチング技術(位相限定相関法)は,さまざまな生体特徴に有効であることを実証している.その知見に基づいて,生体認証に特化した新しい局所特徴記述子として局所位相特徴および基本アルゴリズムを本研究課題を通して検討した.また,掌紋認証や顔認証をはじめとする具体的な応用研究に適用することで実用化を見据えた研究開発を行った.これらの成果により,生体認証の学術的な深化および実用化に少なからず貢献したと考える.

Report

(4 results)
  • 2021 Annual Research Report   Final Research Report ( PDF )
  • 2020 Annual Research Report
  • 2019 Annual Research Report
  • Research Products

    (37 results)

All 2021 2020 2019 Other

All Int'l Joint Research (2 results) Journal Article (12 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 12 results,  Open Access: 2 results) Presentation (23 results) (of which Int'l Joint Research: 9 results)

  • [Int'l Joint Research] 台湾国立精華大学(その他の国・地域)

    • Related Report
      2021 Annual Research Report
  • [Int'l Joint Research] 台湾国立精華大学(その他の国・地域)

    • Related Report
      2019 Annual Research Report
  • [Journal Article] HandSegNet: Hand segmentation using convolutional neural network for contactless palmprint recognition2021

    • Author(s)
      Ito Koichi、Suzuki Yusei、Kawai Hiroya、Aoki Takafumi、Fujio Masakazu、Kaga Yosuke、Takahashi Kenta
    • Journal Title

      IET Biometrics

      Volume: 11 Issue: 2 Pages: 109-123

    • DOI

      10.1049/bme2.12058

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A comprehensive study of face recognition using deep learning2021

    • Author(s)
      Koichi Ito
    • Journal Title

      Proceedings of Asia-Pacific Signal and Information Processing Association Annual Summit and Conference

      Volume: - Pages: 1762-1768

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Is CNN really looking at your face?2021

    • Author(s)
      Hiroya Kawai
    • Journal Title

      Proceedings of Asian Conference on Pattern Recognition

      Volume: - Pages: 1-14

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Challenges for SDGs Target 16.9 by Neonate Fingerprint Identification Technology2020

    • Author(s)
      幸田芳紀
    • Journal Title

      IEICE ESS Fundamentals Review

      Volume: 13 Issue: 4 Pages: 312-320

    • DOI

      10.1587/essfr.13.4_312

    • NAID

      130007825923

    • ISSN
      1882-0875
    • Year and Date
      2020-04-01
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Fingerprint Feature Extraction by Combining Texture, Minutiae, and Frequency Spectrum Using Multi-Task CNN2020

    • Author(s)
      Ai Takahashi
    • Journal Title

      Proceedings of International Joint Conference on Biometrics

      Volume: - Pages: 1-8

    • DOI

      10.1109/ijcb48548.2020.9304861

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Performance evaluation of face anti-spoofing method using deep metric learning from a few frames of face video2020

    • Author(s)
      Asateru Kimura
    • Journal Title

      Proceedings of Asia-Pacific Signal and Information Processing Association Annual Summit and Conference

      Volume: - Pages: 1414-1419

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Phase-Based Periocular Recognition with Texture Enhancement2019

    • Author(s)
      [A7]Luis Rafael Marval Perez
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E102.A Issue: 10 Pages: 1351-1363

    • DOI

      10.1587/transfun.E102.A.1351

    • NAID

      130007721956

    • ISSN
      0916-8508, 1745-1337
    • Year and Date
      2019-10-01
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Merged multi-CNN with parameter reduction for face attribute estimation2019

    • Author(s)
      Hiroya Kawai
    • Journal Title

      Proceedings of International Conference on Biometrics

      Volume: - Pages: 1-8

    • DOI

      10.1109/icb45273.2019.8987397

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Development of 2,400ppi fingerprint sensor for capturing neonate fingerprint within 24 hours after birth2019

    • Author(s)
      Yoshinori Koda
    • Journal Title

      Lecture Notes in Informatics

      Volume: 296 Pages: 95-106

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Domain transformation of fingerprint images using CycleGAN2019

    • Author(s)
      Ai Takahashi
    • Journal Title

      Proceedings of IEEE Global Conference on Consumer Electronics

      Volume: - Pages: 9-10

    • DOI

      10.1109/gcce46687.2019.9014646

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Attribute estimation using multi-CNNs from hand images2019

    • Author(s)
      Yi-Chun Lin
    • Journal Title

      Proceedings of Asia-Pacific Signal and Information Processing Association Annual Summit and Conference

      Volume: - Pages: 241-244

    • DOI

      10.1109/apsipaasc47483.2019.9023260

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Hand segmentation for contactless palmprint recognition2019

    • Author(s)
      Yusei Suzuki
    • Journal Title

      Lecture Notes in Computer Science

      Volume: 12046 Pages: 902-912

    • DOI

      10.1007/978-3-030-41404-7_64

    • ISBN
      9783030414030, 9783030414047
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Presentation] 周波数特性に基づくアテンション機構を用いた指紋認証に関する検討2021

    • Author(s)
      流石凪彩
    • Organizer
      2021年度電気関係学会東北支部連合大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] ステガノグラフィを用いたプライバシ保護顔認証とその安全性評価2021

    • Author(s)
      神津岳志
    • Organizer
      第24回 画像の認識・理解シンポジウム
    • Related Report
      2021 Annual Research Report
  • [Presentation] 周波数特性を用いた指紋認証に関する検討2021

    • Author(s)
      流石凪彩
    • Organizer
      映像情報メディア学会メディア工学研究会サマーセミナー2021
    • Related Report
      2021 Annual Research Report
  • [Presentation] テクスチャとデプス特徴に基づく顔なりすまし攻撃検知手法とその評価2021

    • Author(s)
      渡邉浩太
    • Organizer
      映像情報メディア学会メディア工学研究会サマーセミナー2021
    • Related Report
      2021 Annual Research Report
  • [Presentation] Vision Transformerを用いた顔なりすまし攻撃検知に関する検討2021

    • Author(s)
      渡邉浩太
    • Organizer
      第11回バイオメトリクスと認識・認証シンポジウム
    • Related Report
      2021 Annual Research Report
  • [Presentation] アテンション機構を用いた指紋認証に関する検討2021

    • Author(s)
      流石凪彩
    • Organizer
      第11回バイオメトリクスと認識・認証シンポジウム
    • Related Report
      2021 Annual Research Report
  • [Presentation] 深層学習を用いた眼周囲認証に関する検討2021

    • Author(s)
      川上庄慶
    • Organizer
      第11回バイオメトリクスと認識・認証シンポジウム
    • Related Report
      2021 Annual Research Report
  • [Presentation] ステガノグラフィを用いたプライバシ保護顔認証に関する検討2021

    • Author(s)
      神津岳志
    • Organizer
      第11回バイオメトリクスと認識・認証シンポジウム
    • Related Report
      2021 Annual Research Report
  • [Presentation] Is CNN really looking at your face?2021

    • Author(s)
      Hiroya Kawai
    • Organizer
      Asian Conference on Pattern Recognition
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A comprehensive study of face recognition using deep learning2021

    • Author(s)
      Koichi Ito
    • Organizer
      Asia-Pacific Signal and Information Processing Association Annual Summit and Conference
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Fingerprint feature extraction by combining texture, minutiae, and frequency spectrum using multi-task CNN2020

    • Author(s)
      Ai Takahashi
    • Organizer
      International Joint Conference on Biometrics
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Performance evaluation of face anti-spoofing method using deep metric learning from a few frames of face video2020

    • Author(s)
      Koichi Ito
    • Organizer
      Asia-Pacific Signal and Information Processing Association Annual Summit and Conference
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] CNN を用いた指紋特徴抽出に関する検討,2020

    • Author(s)
      高橋愛
    • Organizer
      第23回画像の認識・理解シンポジウム
    • Related Report
      2020 Annual Research Report
  • [Presentation] 少数フレームの顔動画像を用いたなりすまし検知手法の検討2020

    • Author(s)
      木村朝輝
    • Organizer
      第23回画像の認識・理解シンポジウム
    • Related Report
      2020 Annual Research Report
  • [Presentation] アテンション機構を備えた CNN を用いた指紋特徴抽出に関する検討2020

    • Author(s)
      高橋愛
    • Organizer
      第10回バイオメトリクスと認識・認証シンポジウム
    • Related Report
      2020 Annual Research Report
  • [Presentation] 非接触掌紋認証のための指の間の特徴点検出に関する検討2020

    • Author(s)
      鈴木優聖
    • Organizer
      第10回バイオメトリクスと認識・認証シンポジウム
    • Related Report
      2020 Annual Research Report
  • [Presentation] プライバシ保護を備えた顔認証のためのCNNを用いたステガノグラフィに関する検討2020

    • Author(s)
      神津岳志
    • Organizer
      第10回バイオメトリクスと認識・認証シンポジウム
    • Related Report
      2020 Annual Research Report
  • [Presentation] Merged multi-CNN with parameter reduction for face attribute estimation2019

    • Author(s)
      Hiroya Kawai
    • Organizer
      International Conference on Biometrics
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Development of 2,400ppi fingerprint sensor for capturing neonate fingerprint within 24 hours after birth2019

    • Author(s)
      Yoshinori Koda
    • Organizer
      International Conference of the Biometrics Special Interest Group
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Domain transformation of fingerprint images using CycleGAN2019

    • Author(s)
      Ai Takahashi
    • Organizer
      IEEE Global Conference on Consumer Electronics
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Attribute estimation using multi-CNNs from hand images2019

    • Author(s)
      Koichi Ito
    • Organizer
      Asia-Pacific Signal and Information Processing Association Annual Summit and Conference
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Hand segmentation for contactless palmprint recognition2019

    • Author(s)
      Yusei Suzuki
    • Organizer
      Asian Conference on Pattern Recognition
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 顔認証のための3D CNNを用いたなりすまし検知に関する検討2019

    • Author(s)
      木村朝輝
    • Organizer
      第9回バイオメトリクスと認識・認証シンポジウム
    • Related Report
      2019 Annual Research Report

URL: 

Published: 2019-04-18   Modified: 2023-01-30  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi