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Known Re-identification, Unknown Detection, and Their Behavior Discovery

Research Project

Project/Area Number 18F18378
Research Category

Grant-in-Aid for JSPS Fellows

Allocation TypeSingle-year Grants
Section外国
Review Section Basic Section 61010:Perceptual information processing-related
Research InstitutionNational Institute of Informatics

Principal Investigator

佐藤 真一  国立情報学研究所, コンテンツ科学研究系, 教授 (90249938)

Co-Investigator(Kenkyū-buntansha) WANG ZHENG  国立情報学研究所, コンテンツ科学研究系, 外国人特別研究員
Project Period (FY) 2018-11-09 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥2,400,000 (Direct Cost: ¥2,400,000)
Fiscal Year 2020: ¥700,000 (Direct Cost: ¥700,000)
Fiscal Year 2019: ¥1,000,000 (Direct Cost: ¥1,000,000)
Fiscal Year 2018: ¥700,000 (Direct Cost: ¥700,000)
Keywords人物同定 / 人物計数 / 車両計数 / 監視カメラ映像解析 / 深層学習 / 監視カメラ映像
Outline of Annual Research Achievements

本研究では、監視カメラ映像、放送映像、大量医療画像・映像等、を対象とし、それらの間にある同一人物、同一物体、(希少)類似症例等の関連性を検出し、高度に解析する手法について検討し、監視映像解析、放送映像解析、医療画像解析等自体の高度化を図る。特に、既知の事物の同一性判定、次いで未知の事物の検出・同一性判定について検討し、時空間をもつメディア空間中でみられる多数の同一(類似)事物の関連性を軌跡としてとらえ、これらの振る舞い解析によりもとの解析技術の高度化を図る。
2020年度は最終年度であり、研究のとりまとめと、これまで得られた人物等事物の同一性判定技術を応用し、複数の事物のふるまいの解析、それに基づく同一性判定の精度向上、さらには事物の計数への展開について検討した。

Research Progress Status

令和2年度が最終年度であるため、記入しない。

Strategy for Future Research Activity

令和2年度が最終年度であるため、記入しない。

Report

(3 results)
  • 2020 Annual Research Report
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • Research Products

    (18 results)

All 2021 2020 2019 2018

All Journal Article (13 results) (of which Int'l Joint Research: 12 results,  Peer Reviewed: 13 results,  Open Access: 4 results) Presentation (5 results) (of which Int'l Joint Research: 5 results)

  • [Journal Article] DotSCN: Group Re-identification via Domain-Transferred Single and Couple Representation Learning2020

    • Author(s)
      Ziling Huang, Zheng Wang, Wei Hu, Chia-Wen Lin and Shin'ichi Satoh
    • Journal Title

      IEEE Trans. on Circuits and Systems for Video Technology

      Volume: - Issue: 7 Pages: 2739-2750

    • DOI

      10.1109/tcsvt.2020.3031303

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Illumination-Adaptive Person Re-identification2020

    • Author(s)
      Zeng Zelong、Wang Zhixiang、Wang Zheng、Zheng Yinqiang、Chuang Yung-Yu、Satoh Shin'ichi
    • Journal Title

      IEEE Transactions on Multimedia

      Volume: なし Issue: 12 Pages: 1-1

    • DOI

      10.1109/tmm.2020.2969782

    • Related Report
      2020 Annual Research Report 2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] SDL: Spectrum-Disentangled Representation Learning for Visible-Infrared Person Re-identification2020

    • Author(s)
      Kansal Kajal、Subramanyam A.V.、Wang Zheng、Satoh Shinrichi
    • Journal Title

      IEEE Transactions on Circuits and Systems for Video Technology

      Volume: なし Issue: 10 Pages: 1-1

    • DOI

      10.1109/tcsvt.2019.2963721

    • Related Report
      2020 Annual Research Report 2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Learning Sparse and Identity-preserved Hidden Attributes for Person Re-identification2020

    • Author(s)
      Zheng Wang, Junjun Jiang, Yang Wu, Mang Ye, Xiang Bai, and Shin'ichi Satoh
    • Journal Title

      IEEE Trans. on Image Processing

      Volume: 29 Pages: 2013-2025

    • DOI

      10.1109/tip.2019.2946975

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Mining on Heterogeneous Manifolds for Zero-shot Cross-modal Image Retrieval2020

    • Author(s)
      Fan Yang, Zheng Wang, Jing Xiao, and Shin'ichi Satoh
    • Journal Title

      Proc. of AAAI

      Volume: - Issue: 07 Pages: 12589-12596

    • DOI

      10.1609/aaai.v34i07.6949

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] When Pedestrian Detection Meets Nighttime Surveillance: A New Benchmark2020

    • Author(s)
      Xiao Wang, Jun Chen, Zheng Wang, Wu Liu, Shin'ichi Satoh, Chao Liang, and Chia-Wen Lin,
    • Journal Title

      Proc. of IJCAI

      Volume: -

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Beyond Intra-modality: A Survey of Heterogeneous Person Re-identification,2020

    • Author(s)
      Zheng Wang, Zhixiang Wang, Yinqiang Zheng, Yang Wu, Wenjun Zeng, and Shin'ichi Satoh
    • Journal Title

      Proc. of IJCAI Survey Track

      Volume: -

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Incremental Re-identification by Cross-Direction and Cross-Ranking Adaption2019

    • Author(s)
      Zheng Wang, Junjun Jiang, Yi Yu, and Shin'ichi Satoh
    • Journal Title

      IEEE Transactions on Multimedia

      Volume: 21 Issue: 9 Pages: 2376-2386

    • DOI

      10.1109/tmm.2019.2898753

    • Related Report
      2019 Annual Research Report 2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Learning to Reduce Dual-level Discrepancy for Infrared-Visible Person Re-identification2019

    • Author(s)
      Zhixiang Wang, Zheng Wang, Yinqiang Zheng, Yung-Yu Chuang, and Shin'ichi Satoh
    • Journal Title

      Proc. of CVPR,

      Volume: - Pages: 618-626

    • DOI

      10.1109/cvpr.2019.00071

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] DoT-GNN: Domain-Transferred Graph Neural Network for Group Re-identification2019

    • Author(s)
      Ziling Huang, Zheng Wang, Wei Hu, Chia-Wen Lin and Shin'ichi Satoh
    • Journal Title

      ACM Multimedia

      Volume: - Pages: 1888-1896

    • DOI

      10.1145/3343031.3351027

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Salient Time Slice Pruning and Boosting for Person-Scene Instance Search in TV Series2019

    • Author(s)
      Zheng Wang, Fan Yang, and Shin'ichi Satoh
    • Journal Title

      ACM Multimedia Asia

      Volume: - Pages: 1-6

    • DOI

      10.1145/3338533.3366594

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Learning to Reduce Dual-level Discrepancy for Infrared-Visible Person Re-identification2019

    • Author(s)
      Zhixiang Wang, Zheng Wang, Yinqiang Zheng, Yung-Yu Chuang, and Shin'ichi Satoh
    • Journal Title

      Proc. of CVPR

      Volume: -

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Incremental Deep Hidden Attribute Learning2018

    • Author(s)
      Zheng Wang, Xiang Bai, Mang YE, and Shin'ichi Satoh
    • Journal Title

      Proc. of ACM Multimedia

      Volume: -

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] Hierarchical Attention Image-Text Alignment Network for Person Re-Identification2021

    • Author(s)
      Kajal Kansal, A Subramanyam, Zheng Wang, and Shin'ichi Satoh
    • Organizer
      Third International Workshop on Big Surveillance Data Analysis and Processing (BIG-Surv), In conjunction with ICME 2021
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Learning to Attack Real-World Models for Person Re-identification via Virtual-Guided Meta-Learning2021

    • Author(s)
      Fengxiang Yang, Zhun Zhong, Hong Liu, Zheng Wang, Zhiming Luo, Shaozi Li, Nicu Sebe, and Shin'ichi Satoh
    • Organizer
      AAAI
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Towards Unsupervised Crowd Counting via Regression-Detection Bi-knowledge Transfer2020

    • Author(s)
      Yuting Liu, Zheng Wang, Miaojing Shi, Shin'ichi Satoh, Qijun Zhao, and Hongyu Yang
    • Organizer
      ACM Multimedia
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Beyond Intra-modality: A Survey of Heterogeneous Person Re-identification2020

    • Author(s)
      Zheng Wang, Zhixiang Wang, Yinqiang Zheng, Yang Wu, Wenjun Zeng, and Shin'ichi Satoh
    • Organizer
      IJCAI
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] When Pedestrian Detection Meets Nighttime Surveillance: A New Benchmark2020

    • Author(s)
      Xiao Wang, Jun Chen, Zheng Wang, Wu Liu, Shin'ichi Satoh, Chao Liang, and Chia-Wen Lin
    • Organizer
      IJCAI
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research

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Published: 2018-11-12   Modified: 2024-03-26  

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