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Multi-modal gait recognition in the wild and its application to criminal investigation

Research Project

Project/Area Number 15H01693
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Research Field Perceptual information processing
Research InstitutionOsaka University

Principal Investigator

YAGI Yasushi  大阪大学, 産業科学研究所, 教授 (60231643)

Co-Investigator(Kenkyū-buntansha) 黒沢 健至  科学警察研究所, 法科学第二部, 室長 (80356170)
Co-Investigator(Renkei-kenkyūsha) MAKIHARA Yasushi  大阪大学, 産業科学研究所, 准教授 (90403005)
MURAMATSU Daigo  大阪大学, 産業科学研究所, 准教授 (00386624)
KUROKI Kenro  科学警察研究所, 法科第二部, 研究員 (60392271)
TSUCHIYA Ken'ichi  科学警察研究所, 法科第二部, 主任研究官 (90447920)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥43,810,000 (Direct Cost: ¥33,700,000、Indirect Cost: ¥10,110,000)
Fiscal Year 2017: ¥12,870,000 (Direct Cost: ¥9,900,000、Indirect Cost: ¥2,970,000)
Fiscal Year 2016: ¥14,950,000 (Direct Cost: ¥11,500,000、Indirect Cost: ¥3,450,000)
Fiscal Year 2015: ¥15,990,000 (Direct Cost: ¥12,300,000、Indirect Cost: ¥3,690,000)
Keywords歩容認証 / ながら歩行 / 計量学習 / データベース / アクセスコントロール / コンピュータビジョン / パターン認識 / バイオメトリクス / 画像、文章、音声等認識
Outline of Final Research Achievements

We proposed a method of gait recognition in the wild (GRW) to effectively handle gait with some accompanied actions such as operating a smartphone. For this purpose, we constructed the world-largest gait database including approx. 60,000 subjects with carried objects, and then proposed a method of gait recognition robust against carrying status variations using joint intensity and spatial metric learning. Moreover, we developed an online walk-through multi-modal access control system, named, Gait Gate.

Report

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

    (66 results)

All 2018 2017 2016 2015

All Journal Article (9 results) (of which Peer Reviewed: 9 results,  Open Access: 4 results,  Acknowledgement Compliant: 2 results) Presentation (56 results) (of which Int'l Joint Research: 22 results,  Invited: 9 results) Book (1 results)

  • [Journal Article] Multi-view Large Population Gait Dataset and Its Performance Evaluation for Cross-view Gait Recognition2018

    • Author(s)
      N. Takemura, Y. Makihara, D. Muramatsu, T. Echigo, Y. Yagi
    • Journal Title

      IPSJ Trans. on Computer Vision and Applications

      Volume: 10 Issue: 1 Pages: 1-14

    • DOI

      10.1186/s41074-018-0039-6

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] The OU-ISIR Large Population Gait Database with Real-Life Carried Object and its performance evaluation2018

    • Author(s)
      M.Z. Uddin, T.T. Ngo, Y. Makihara, N. Takemura, X. Li, D. Muramatsu, Y. Yagi
    • Journal Title

      IPSJ Trans. on Computer Vision and Applications

      Volume: Early Access

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] On Input/Output Architectures for Convolutional Neural Network-Based Cross-View Gait Recognition2017

    • Author(s)
      Takemura Noriko、Makihara Yasushi、Muramatsu Daigo、Echigo Tomio、Yagi Yasushi
    • Journal Title

      IEEE Transactions on Circuits and Systems for Video Technology

      Volume: Early Access Issue: 9 Pages: 1-1

    • DOI

      10.1109/tcsvt.2017.2760835

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 輝度値共起ヒストグラムを用いた荷物所持に頑健な歩容認証2017

    • Author(s)
      鈴木 温之, 村松 大吾, 槇原 靖, 柏本 雄士朗, 八木 康史
    • Journal Title

      電子情報通信学会論文誌A

      Volume: J100-A Pages: 444-454

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] MultiQ: Single sensor-based multi-quality multi-modal large-scale biometric score database and its performance evaluation2017

    • Author(s)
      M.Z. Uddin, D. Muramatsu, T. Kimura, Y. Makihara, Y. Yagi
    • Journal Title

      IPSJ Trans. on Computer Vision and Applications

      Volume: 9 Issue: 1 Pages: 1-25

    • DOI

      10.1186/s41074-017-0029-0

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] View Transformation Model Incorporating Quality Measures for Cross-view Gait Recognition2016

    • Author(s)
      D. Muramatsu, Y. Makihara, and Y. Yagi
    • Journal Title

      IEEE Trans. on Cybernetics

      Volume: 46 Issue: 7 Pages: 1602-1615

    • DOI

      10.1109/tcyb.2015.2452577

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 畳み込みニューラルネットワークを用いた視点変化に頑健な歩容認証2016

    • Author(s)
      武村 紀子, 白神 康平, 槇原 靖, 村松 大吾, 越後 富夫, 八木 康史
    • Journal Title

      電子情報通信学会論文誌A

      Volume: J99-A Pages: 440-451

    • Related Report
      2016 Annual Research Report 2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Individuality-preserving Silhouette Extraction for Gait Recognition2015

    • Author(s)
      Yasushi Makihara, Takuya Tanoue, Daigo Muramatsu, Yasushi Yagi, Syunsuke Mori, Yuzuko Utsumi, Masakazu Iwamura and Koichi Kise
    • Journal Title

      IPSJ Transactions on Computer Vision and Applications

      Volume: 7 Issue: 0 Pages: 74-78

    • DOI

      10.2197/ipsjtcva.7.74

    • NAID

      130005091219

    • ISSN
      1882-6695
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 歩容・頭部・身長を用いたマルチモーダル鑑定システム2015

    • Author(s)
      木村 卓弘, 村松 大吾, 槇原 靖, 八木 康史
    • Journal Title

      電子情報通信学会論文誌 A

      Volume: J98-A Pages: 659-663

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] MultiQ: Single sensor-based multi-quality multi-modal large-scale biometric score database and its performance evaluation2018

    • Author(s)
      M.Z. Uddin, D. Muramatsu, T. Kimura, Y. Makihara, Y. Yagi
    • Organizer
      Proc. of the 12th International Workshop on Robust Computer Vision
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Geometric View Transformation Model using Free-form Deformation for Cross-view Gait Recognition2018

    • Author(s)
      H. El-Alfy, C. Xu, Y. Makihara, D. Muramatsu, Y. Yagi
    • Organizer
      Proc. of the 12th International Workshop on Robust Computer Vision
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Joint Intensity and Spatial Metric Learning for Robust Gait Recognition2018

    • Author(s)
      Y. Makihara, A. Suzuki, D. Muramatsu, X. Li, Y. Yagi
    • Organizer
      Proc. of the 12th International Workshop on Robust Computer Vision
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Appropriate Network Architecture According to a Situation for Convolutional Neural Network-based Cross-view Gait Recognition2018

    • Author(s)
      N. Takemura, Y. Makihara, D. Muramatsu, T. Echigo, Y. Yagi
    • Organizer
      Proc. of the 12th International Workshop on Robust Computer Vision
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Visual Surveillance System for Person Re-Identification2017

    • Author(s)
      H. El-Alfy, D. Muramatsu, Y. Teranishi, N. Nishinaga, Y. Makihara, and Y. Yagi
    • Organizer
      Proc. of the 13th Int. Conf. on Quality Control by Artificial Vision (QCAV 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Joint Intensity and Spatial Metric Learning for Robust Gait Recognition2017

    • Author(s)
      Y. Makihara, A. Suzuki, D. Muramatsu, X. Li, and Y. Yagi
    • Organizer
      Proc. of the 30th IEEE Conf. on Computer Vision and Pattern Recognition (CVPR 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Geometric View Transformation Model using Free-form Deformation for Cross-view Gait Recognition2017

    • Author(s)
      H. El-Alfy, C. Xu, Y. Makihara, D. Muramatsu, and Y. Yagi
    • Organizer
      Proc. of the 4th Asian Conf. on Pattern Recognition (ACPR 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 輝度値共起ヒストグラムを用いた計量学習による歩容認証の性能評価2017

    • Author(s)
      柏本 雄士朗, 村松 大吾, 槇原 靖, 八木 康史
    • Organizer
      第7回バイオメトリクスと認識・認証シンポジウム(SBRA 2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] A Geometric View Transformation Model using Free-form Deformation for Cross-view Gait Recognition2017

    • Author(s)
      H. El-Alfy, C. Xu, Y. Makihara, D. Muramatsu, Y. Yagi
    • Organizer
      第7回バイオメトリクスと認識・認証シンポジウム(SBRA 2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 事前知識を考慮した歩容特徴再生2017

    • Author(s)
      村松 大吾, 槇原 靖, 八木 康史
    • Organizer
      第7回バイオメトリクスと認識・認証シンポジウム(SBRA 2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 歩容認証の高精度化のための人物領域の抽出手法の改良2017

    • Author(s)
      中村 浩一朗, 内海 ゆづ子, 岩村 雅一, 黄瀬 浩一, 槇原 靖, 村松 大吾, 八木 康史
    • Organizer
      第7回バイオメトリクスと認識・認証シンポジウム(SBRA 2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] CNNを用いた視点変化に頑健な歩容認証における入出力構造の一検討2017

    • Author(s)
      武村 紀子, 槇原 靖, 村松 大吾, 越後 富夫, 八木 康史
    • Organizer
      情報処理学会研究報告コンピュータビジョンとイメージメディア
    • Related Report
      2017 Annual Research Report
  • [Presentation] 輝度値共起ヒストグラムを用いた計量学習による歩容認証の性能評価2017

    • Author(s)
      柏本 雄士朗, 村松 大吾, 槇原 靖, 八木 康史
    • Organizer
      電子情報通信学会 バイオメトリクス10月研究会予稿集
    • Related Report
      2017 Annual Research Report
  • [Presentation] Performance Evaluation of Person Re-identification for Elderly People Monitoring2017

    • Author(s)
      H. El-Alfy, D. Muramatsu, Y. Makihara, Y. Yagi
    • Organizer
      情報処理学会研究報告コンピュータビジョンとイメージメディア
    • Related Report
      2017 Annual Research Report
  • [Presentation] 輝度値共起の計量学習による荷物所持に頑健な歩容認証2017

    • Author(s)
      鈴木 温之, 村松 大吾, 槇原 靖, 八木 康史
    • Organizer
      電子情報通信学会 バイオメトリクス3月研究会
    • Related Report
      2016 Annual Research Report
  • [Presentation] 多視点大規模歩容データベースの構築と異なる視点における歩容認証の性能評価2017

    • Author(s)
      武村 紀子, 槇原 靖, 村松 大吾, 越後 富夫, 八木 康史
    • Organizer
      電子情報通信学会 バイオメトリクス3月研究会
    • Related Report
      2016 Annual Research Report 2015 Annual Research Report
  • [Presentation] GEINet: View-Invariant Gait Recognition Using a Convolutional Neural Network2016

    • Author(s)
      D. Muramatsu, K. Shiraga, Y. Makihara, T. Echigo, and Y. Yagi
    • Organizer
      11th International Workshop on Robust Computer Vision
    • Place of Presentation
      Daejeon, Korea
    • Year and Date
      2016-12-18
    • Related Report
      2015 Annual Research Report
  • [Presentation] Gait Collector: An Automatic Gait Data Collection System in Conjunction with an Experience-based Long-run Exhibition2016

    • Author(s)
      Y. Makihara, T. Kimura, F. Okura, I. Mitsugami, M. Niwa, C. Aoki, A. Suzuki, D. Muramatsu, and Y. Yagi
    • Organizer
      11th International Workshop on Robust Computer Vision
    • Place of Presentation
      Daejeon, Korea
    • Year and Date
      2016-12-18
    • Related Report
      2015 Annual Research Report
  • [Presentation] Gait Video Analysis and Its Applications2016

    • Author(s)
      Y. Yagi
    • Organizer
      19th Sanken Int. Symposium
    • Place of Presentation
      吹田
    • Year and Date
      2016-12-07
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] 歩容らしさを考慮した別視点歩容特徴生成2016

    • Author(s)
      村松 大吾, 槇原 靖, 八木 康史
    • Organizer
      第6回バイオメトリクスと認識・認証シンポジウム
    • Place of Presentation
      東京
    • Year and Date
      2016-11-17
    • Related Report
      2015 Annual Research Report
  • [Presentation] Gait Collector: An Automatic Gait Data Collection System in Conjunction with an Experience-based Long-run Exhibition2016

    • Author(s)
      Y. Makihara, T. Kimura, F. Okura, I. Mitsugami, M. Niwa, C. Aoki, A. Suzuki, D. Muramatsu, and Y. Yagi
    • Organizer
      第6回バイオメトリクスと認識・認証シンポジウム
    • Place of Presentation
      東京
    • Year and Date
      2016-11-16
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] 畳み込みニューラルネットワークを用いた視点変化に頑健な歩容認証2016

    • Author(s)
      武村 紀子, 白神 康平, 槇原 靖, 村松 大吾, 越後 富夫, 八木 康史
    • Organizer
      第6回バイオメトリクスと認識・認証シンポジウム
    • Place of Presentation
      東京
    • Year and Date
      2016-11-16
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] 歩行映像解析システム2016

    • Author(s)
      村松 大吾, 槇原 靖, 八木 康史
    • Organizer
      映像情報メディア学会 年次大会 2016
    • Place of Presentation
      三重
    • Year and Date
      2016-09-02
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] GEINet: View-Invariant Gait Recognition Using a Convolutional Neural Network2016

    • Author(s)
      K. Shiraga, Y. Makihara, D. Muramatsu, T. Echigo, and Y. Yagi,
    • Organizer
      8th IAPR Int. Conf. on Biometrics
    • Place of Presentation
      Halmstad, Sweden
    • Year and Date
      2016-06-14
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Gait Collector: An Automatic Gait Data Collection System in Conjunction with an Experience-based Long-run Exhibition2016

    • Author(s)
      Y. Makihara, T. Kimura, F. Okura, I. Mitsugami, M. Niwa, C. Aoki, A. Suzuki, D. Muramatsu, and Y. Yagi
    • Organizer
      8th IAPR Int. Conf. on Biometrics
    • Place of Presentation
      Halmstad, Sweden
    • Year and Date
      2016-06-14
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 畳み込みニューラルネットワークを用いた異なる視点間での歩容認証2016

    • Author(s)
      白神康平, 槇原 靖, 村松大吾, 越後富夫, 八木康史
    • Organizer
      電子情報通信学会 バイオメトリクス3月研究会
    • Place of Presentation
      東京
    • Year and Date
      2016-03-24
    • Related Report
      2015 Annual Research Report
  • [Presentation] 歩行映像解析とその犯罪捜査への応用2016

    • Author(s)
      槇原 靖
    • Organizer
      次世代画像入力ビジョンシステム部会定例会
    • Place of Presentation
      東京
    • Year and Date
      2016-03-02
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Gait Video Analysis and Its Applications2016

    • Author(s)
      Y. Yagi
    • Organizer
      2nd The IEEE International Conference on Identity, Security and Behavior Analysis
    • Place of Presentation
      Sendai
    • Year and Date
      2016-03-01
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] 大規模歩行データベースのための自動歩行計測システム2016

    • Author(s)
      木村 卓弘, 槇原 靖, 大倉 史生, 満上 育久, 丹羽 真隆, 青木 千尋, 鈴木 温之, 村松 大吾, 八木 康史
    • Organizer
      情報処理学会研究報告コンピュータビジョンとイメージメディア
    • Place of Presentation
      吹田
    • Year and Date
      2016-01-21
    • Related Report
      2015 Annual Research Report
  • [Presentation] GEINet: View-Invariant Gait Recognition Using a Convolutional Neural Network2016

    • Author(s)
      K. Shiraga, Y. Makihara, D. Muramatsu, T. Echigo, and Y. Yagi
    • Organizer
      The 8th IAPR Int. Conf. on Biometrics (ICB 2016)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Gait Collector: An Automatic Gait Data Collection System in Conjunction with an Experience-based Long-run Exhibition2016

    • Author(s)
      Y. Makihara, T. Kimura, F. Okura, I. Mitsugami, M. Niwa, C. Aoki, A. Suzuki, D. Muramatsu, and Y. Yagi
    • Organizer
      The 8th IAPR Int. Conf. on Biometrics (ICB 2016)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Gait Energy Response Function for Clothing-invariant Gait Recognition2016

    • Author(s)
      X. Li, Y. Makihara, C. Xu, D. Muramatsu, Y. Yagi, and M. Ren
    • Organizer
      The 13th Asian Conf. on Computer Vision (ACCV 2016)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Speed Invariance vs. Stability: Cross-Speed Gait Recognition Using Single-Support Gait Energy Image2016

    • Author(s)
      C. Xu, Y. Makihara, X. Li, Y. Yagi, and J. Lu
    • Organizer
      The 13th Asian Conf. on Computer Vision (ACCV 2016)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Gait Gate: An Online Walk-through Multimodal Biometric Verification System using a Single RGB-D Sensor2016

    • Author(s)
      M. Hasan, Y. Makihara, D. Muramatsu, and Y. Yagi
    • Organizer
      Workshop on Human Identification for Surveillance (HIS): Methods & Applications
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Speed Invariance vs. Stability: Cross-Speed Gait Recognition Using Single-Support Gait Energy Image2016

    • Author(s)
      C. Xu, Y. Makihara, X. Li, Y. Yagi, and J. Lu
    • Organizer
      The 20th Sanken Int. Symposium
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Gait Energy Response Function for Clothing-invariant Gait Recognition2016

    • Author(s)
      X. Li, Y. Makihara, C. Xu, D. Muramatsu, Y. Yagi, and M. Ren
    • Organizer
      The 20th Sanken Int. Symposium
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Gait Gate: An Online Walk-through Multimodal Biometric Verification System using a Single RGB-D Sensor2016

    • Author(s)
      M. Hasan, Y. Makihara, D. Muramatsu, and Y. Yagi
    • Organizer
      The 20th Sanken Int. Symposium
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] GEINet: View-Invariant Gait Recognition Using a Convolutional Neural Network2016

    • Author(s)
      D. Muramatsu, K. Shiraga, Y. Makihara, T. Echigo, and Y. Yagi
    • Organizer
      The 11th International Workshop on Robust Computer Vision (IWRCV 2016)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Speed Invariance vs. Stability: Cross-Speed Gait Recognition Using Single-Support Gait Energy Image2016

    • Author(s)
      C. Xu, Y. Makihara, X. Li, Y. Yagi, and J. Lu
    • Organizer
      The 11th International Workshop on Robust Computer Vision (IWRCV 2016)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Gait Energy Response Function for Clothing-invariant Gait Recognition2016

    • Author(s)
      X. Li, Y. Makihara, C. Xu, D. Muramatsu, Y. Yagi, and M. Ren
    • Organizer
      The 11th International Workshop on Robust Computer Vision (IWRCV 2016)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Gait Collector: An Automatic Gait Data Collection System in Conjunction with an Experience-based Long-run Exhibition2016

    • Author(s)
      Y. Makihara, T. Kimura, F. Okura, I. Mitsugami, M. Niwa, C. Aoki, A. Suzuki, D. Muramatsu, and Y. Yagi
    • Organizer
      The 11th International Workshop on Robust Computer Vision (IWRCV 2016)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 歩容認証のための区分線形近似による歩行者軌跡の抽出2016

    • Author(s)
      荻 岳仁, 槇原 靖, 村松 大吾, 八木 康史
    • Organizer
      情報処理学会研究報告コンピュータビジョンとイメージメディア
    • Related Report
      2016 Annual Research Report
  • [Presentation] 輝度値の共起に対する計量学習による荷物所持に頑健な歩容認証2016

    • Author(s)
      鈴木 温之, 村松 大吾, 槇原 靖, 八木 康史
    • Organizer
      情報処理学会研究報告コンピュータビジョンとイメージメディア
    • Related Report
      2016 Annual Research Report 2015 Annual Research Report
  • [Presentation] 歩容認証のための区分線形近似による歩行者軌跡の抽出2016

    • Author(s)
      荻 岳仁, 槇原 靖, 村松 大吾, 八木 康史
    • Organizer
      第6回バイオメトリクスと認識・認証シンポジウム (SBRA 2016)
    • Related Report
      2016 Annual Research Report
  • [Presentation] An Online Walk-through Multimodal Biometric Verification System using a Single RGB-D Sensor2016

    • Author(s)
      M. Hasan, Y. Makihara, D. Muramatsu, and Y. Yagi
    • Organizer
      第6回バイオメトリクスと認識・認証シンポジウム (SBRA 2016)
    • Related Report
      2016 Annual Research Report
  • [Presentation] 輝度値の共起に対する計量学習による荷物所持に頑健な歩容認証2016

    • Author(s)
      鈴木 温之,村松 大吾,槇原 靖,八木 康史
    • Organizer
      第6回バイオメトリクスと認識・認証シンポジウム (SBRA 2016)
    • Related Report
      2016 Annual Research Report
  • [Presentation] Speed Invariance vs. Stability: Cross-Speed Gait Recognition Using Single-Support Gait Energy Image2016

    • Author(s)
      C. Xu, Y. Makihara, X. Li, Y. Yagi, J. Lu
    • Organizer
      第6回バイオメトリクスと認識・認証シンポジウム (SBRA 2016)
    • Related Report
      2016 Annual Research Report
  • [Presentation] Gait Energy Response Function for Clothing-invariant Gait Recognition2016

    • Author(s)
      X. Li, Y. Makihara, C. Xu, D. Muramatsu, Y. Yagi, M. Ren
    • Organizer
      第6回バイオメトリクスと認識・認証シンポジウム (SBRA 2016)
    • Related Report
      2016 Annual Research Report
  • [Presentation] 歩容らしさを考慮した別視点歩容特徴生成2016

    • Author(s)
      村松 大吾, 槇原 靖, 八木 康史
    • Organizer
      第6回バイオメトリクスと認識・認証シンポジウム (SBRA 2016)
    • Related Report
      2016 Annual Research Report
  • [Presentation] Individuality-preserving Silhouette Extraction for Gait Recognition2015

    • Author(s)
      Y. Makihara, T. Tanoue, D. Muramatsu, Y. Yagi, S. Mori, Y. Utsumi, M. Iwamura, and K. Kise
    • Organizer
      10th Int. Workshop on Robust Computer Vision
    • Place of Presentation
      Beijing, China
    • Year and Date
      2015-11-21
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Gait Video Analysis and Its Applications2015

    • Author(s)
      Y. Yagi, I. Mitsugami
    • Organizer
      International Workshop on Human Behavior Analysis in the Real World
    • Place of Presentation
      Kuala Lumpur, Malaysia
    • Year and Date
      2015-11-03
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Gait Video Analysis and Its Applications2015

    • Author(s)
      Y. Yagi
    • Organizer
      12th International Conference on Ubiquitous Robots and Ambient Intelligence
    • Place of Presentation
      Goyang city, Korea
    • Year and Date
      2015-10-28
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Individuality-preserving Silhouette Extraction for Gait Recognition2015

    • Author(s)
      Y. Makihara, T. Tanoue, D. Muramatsu, Y. Yagi, S. Mori, Y. Utsumi, M. Iwamura, K. Kise
    • Organizer
      第18回 画像の認識・理解シンポジウム
    • Place of Presentation
      吹田
    • Year and Date
      2015-07-27
    • Related Report
      2015 Annual Research Report
  • [Presentation] 混雑シーンとながら歩行に対する個人認証に向けた歩行映像データベースの構築2015

    • Author(s)
      鈴木 温之, 槇原 靖, 村松 大吾, 八木 康史
    • Organizer
      第18回 画像の認識・理解シンポジウム
    • Place of Presentation
      吹田
    • Year and Date
      2015-07-27
    • Related Report
      2015 Annual Research Report
  • [Presentation] BEHAVIOR UNDERSTANDING BASED ON INTENTION-GAIT MODEL2015

    • Author(s)
      Y. Yagi
    • Organizer
      4th International Conference on Informatics, Electronics & Vision
    • Place of Presentation
      Fukuoka
    • Year and Date
      2015-06-15
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] 実環境下での個人認証に向けた歩行映像データベースの構築2015

    • Author(s)
      鈴木 温之, 槇原 靖, 村松 大吾, 八木 康史
    • Organizer
      情報処理学会研究報告コンピュータビジョンとイメージメディア
    • Place of Presentation
      東京
    • Year and Date
      2015-05-18
    • Related Report
      2015 Annual Research Report
  • [Book] Gait Recognition: Databases, Representations, and Applications,2015

    • Author(s)
      Y. Makihara, D.S. Matovski, M.S. Nixon, J.N. Carter, Y. Yagi
    • Total Pages
      15
    • Publisher
      John Wiley & Sons, Inc.
    • Related Report
      2015 Annual Research Report

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

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