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

• Project/Area Number: 15H01693
• Research Category: Grant-in-Aid for Scientific Research (A)
• Allocation Type: Single-year Grants
• Section: 一般
• Research Field: Perceptual information processing
• Research Institution: Osaka 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: ¥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.

Research Products

• [Journal Article] Multi-view Large Population Gait Dataset and Its Performance Evaluation for Cross-view Gait Recognition (2018)
  • 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
  • Peer Reviewed / Open Access
• [Journal Article] The OU-ISIR Large Population Gait Database with Real-Life Carried Object and its performance evaluation (2018)
  • 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
  • Peer Reviewed / Open Access
• [Journal Article] On Input/Output Architectures for Convolutional Neural Network-Based Cross-View Gait Recognition (2017)
  • 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
  • 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
  • Peer Reviewed
• [Journal Article] MultiQ: Single sensor-based multi-quality multi-modal large-scale biometric score database and its performance evaluation (2017)
  • 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
  • Peer Reviewed / Open Access
• [Journal Article] View Transformation Model Incorporating Quality Measures for Cross-view Gait Recognition (2016)
  • 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
  • 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
  • Peer Reviewed
• [Journal Article] Individuality-preserving Silhouette Extraction for Gait Recognition (2015)
  • 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
  • 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
  • Peer Reviewed / Acknowledgement Compliant
• [Presentation] MultiQ: Single sensor-based multi-quality multi-modal large-scale biometric score database and its performance evaluation (2018)
  • Author(s): M.Z. Uddin, D. Muramatsu, T. Kimura, Y. Makihara, Y. Yagi
  • Organizer: Proc. of the 12th International Workshop on Robust Computer Vision
  • Int'l Joint Research
• [Presentation] A Geometric View Transformation Model using Free-form Deformation for Cross-view Gait Recognition (2018)
  • Author(s): H. El-Alfy, C. Xu, Y. Makihara, D. Muramatsu, Y. Yagi
  • Organizer: Proc. of the 12th International Workshop on Robust Computer Vision
  • Int'l Joint Research
• [Presentation] Joint Intensity and Spatial Metric Learning for Robust Gait Recognition (2018)
  • Author(s): Y. Makihara, A. Suzuki, D. Muramatsu, X. Li, Y. Yagi
  • Organizer: Proc. of the 12th International Workshop on Robust Computer Vision
  • Int'l Joint Research
• [Presentation] Appropriate Network Architecture According to a Situation for Convolutional Neural Network-based Cross-view Gait Recognition (2018)
  • Author(s): N. Takemura, Y. Makihara, D. Muramatsu, T. Echigo, Y. Yagi
  • Organizer: Proc. of the 12th International Workshop on Robust Computer Vision
  • Int'l Joint Research
• [Presentation] A Visual Surveillance System for Person Re-Identification (2017)
  • 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)
  • Int'l Joint Research
• [Presentation] Joint Intensity and Spatial Metric Learning for Robust Gait Recognition (2017)
  • 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)
  • Int'l Joint Research
• [Presentation] A Geometric View Transformation Model using Free-form Deformation for Cross-view Gait Recognition (2017)
  • 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)
  • 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)
• [Presentation] A Geometric View Transformation Model using Free-form Deformation for Cross-view Gait Recognition (2017)
  • 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)
• [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)
• [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)
• [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
• [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
• [Presentation] Performance Evaluation of Person Re-identification for Elderly People Monitoring (2017)
  • 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
• [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
• [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
• [Presentation] GEINet: View-Invariant Gait Recognition Using a Convolutional Neural Network (2016)
  • 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
• [Presentation] Gait Collector: An Automatic Gait Data Collection System in Conjunction with an Experience-based Long-run Exhibition (2016)
  • 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
• [Presentation] Gait Video Analysis and Its Applications (2016)
  • Author(s): Y. Yagi
  • Organizer: 19th Sanken Int. Symposium
  • Place of Presentation: 吹田
  • Year and Date: 2016-12-07
  • 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
• [Presentation] Gait Collector: An Automatic Gait Data Collection System in Conjunction with an Experience-based Long-run Exhibition (2016)
  • 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
  • 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
  • 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
  • Invited
• [Presentation] GEINet: View-Invariant Gait Recognition Using a Convolutional Neural Network (2016)
  • 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
  • Int'l Joint Research
• [Presentation] Gait Collector: An Automatic Gait Data Collection System in Conjunction with an Experience-based Long-run Exhibition (2016)
  • 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
  • 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
• [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
  • Invited
• [Presentation] Gait Video Analysis and Its Applications (2016)
  • 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
  • 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
• [Presentation] GEINet: View-Invariant Gait Recognition Using a Convolutional Neural Network (2016)
  • Author(s): K. Shiraga, Y. Makihara, D. Muramatsu, T. Echigo, and Y. Yagi
  • Organizer: The 8th IAPR Int. Conf. on Biometrics (ICB 2016)
  • Int'l Joint Research
• [Presentation] Gait Collector: An Automatic Gait Data Collection System in Conjunction with an Experience-based Long-run Exhibition (2016)
  • 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)
  • Int'l Joint Research
• [Presentation] Gait Energy Response Function for Clothing-invariant Gait Recognition (2016)
  • 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)
  • Int'l Joint Research
• [Presentation] Speed Invariance vs. Stability: Cross-Speed Gait Recognition Using Single-Support Gait Energy Image (2016)
  • Author(s): C. Xu, Y. Makihara, X. Li, Y. Yagi, and J. Lu
  • Organizer: The 13th Asian Conf. on Computer Vision (ACCV 2016)
  • Int'l Joint Research
• [Presentation] Gait Gate: An Online Walk-through Multimodal Biometric Verification System using a Single RGB-D Sensor (2016)
  • Author(s): M. Hasan, Y. Makihara, D. Muramatsu, and Y. Yagi
  • Organizer: Workshop on Human Identification for Surveillance (HIS): Methods & Applications
  • Int'l Joint Research
• [Presentation] Speed Invariance vs. Stability: Cross-Speed Gait Recognition Using Single-Support Gait Energy Image (2016)
  • Author(s): C. Xu, Y. Makihara, X. Li, Y. Yagi, and J. Lu
  • Organizer: The 20th Sanken Int. Symposium
  • Int'l Joint Research
• [Presentation] Gait Energy Response Function for Clothing-invariant Gait Recognition (2016)
  • Author(s): X. Li, Y. Makihara, C. Xu, D. Muramatsu, Y. Yagi, and M. Ren
  • Organizer: The 20th Sanken Int. Symposium
  • Int'l Joint Research
• [Presentation] Gait Gate: An Online Walk-through Multimodal Biometric Verification System using a Single RGB-D Sensor (2016)
  • Author(s): M. Hasan, Y. Makihara, D. Muramatsu, and Y. Yagi
  • Organizer: The 20th Sanken Int. Symposium
  • Int'l Joint Research
• [Presentation] GEINet: View-Invariant Gait Recognition Using a Convolutional Neural Network (2016)
  • Author(s): D. Muramatsu, K. Shiraga, Y. Makihara, T. Echigo, and Y. Yagi
  • Organizer: The 11th International Workshop on Robust Computer Vision (IWRCV 2016)
  • Int'l Joint Research
• [Presentation] Speed Invariance vs. Stability: Cross-Speed Gait Recognition Using Single-Support Gait Energy Image (2016)
  • Author(s): C. Xu, Y. Makihara, X. Li, Y. Yagi, and J. Lu
  • Organizer: The 11th International Workshop on Robust Computer Vision (IWRCV 2016)
  • Int'l Joint Research
• [Presentation] Gait Energy Response Function for Clothing-invariant Gait Recognition (2016)
  • 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)
  • Int'l Joint Research
• [Presentation] Gait Collector: An Automatic Gait Data Collection System in Conjunction with an Experience-based Long-run Exhibition (2016)
  • 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)
  • 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
• [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
• [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)
• [Presentation] An Online Walk-through Multimodal Biometric Verification System using a Single RGB-D Sensor (2016)
  • 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)
• [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)
• [Presentation] Speed Invariance vs. Stability: Cross-Speed Gait Recognition Using Single-Support Gait Energy Image (2016)
  • 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)
• [Presentation] Gait Energy Response Function for Clothing-invariant Gait Recognition (2016)
  • 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)
• [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)
• [Presentation] Individuality-preserving Silhouette Extraction for Gait Recognition (2015)
  • 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
  • Int'l Joint Research
• [Presentation] Gait Video Analysis and Its Applications (2015)
  • 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
  • Invited
• [Presentation] Gait Video Analysis and Its Applications (2015)
  • 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
  • Invited
• [Presentation] Individuality-preserving Silhouette Extraction for Gait Recognition (2015)
  • 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
• [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
• [Presentation] BEHAVIOR UNDERSTANDING BASED ON INTENTION-GAIT MODEL (2015)
  • Author(s): Y. Yagi
  • Organizer: 4th International Conference on Informatics, Electronics & Vision
  • Place of Presentation: Fukuoka
  • Year and Date: 2015-06-15
  • 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
• [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.