• 研究課題をさがす
  • 研究者をさがす
  • KAKENの使い方
  1. 課題ページに戻る

2017 年度 実績報告書

Fast, effective and robust person re-identification for large-scale real applications

研究課題

研究課題/領域番号 15K16024
研究機関奈良先端科学技術大学院大学

研究代表者

伍 洋  奈良先端科学技術大学院大学, 研究推進機構, 特任助教 (30750559)

研究期間 (年度) 2015-04-01 – 2018-03-31
キーワードPerson Re-identification / Pattern Recognition / Computer Vision / Machine Learning / Deep Learning / Transfer Learning / Active Learning / Object Tracking
研究実績の概要

In this year, we have already got 1 journal paper and 7 conference papers published, and gave 4 invited talks at 4 top-level universities from 2 countries (China and United Kingdom). Besides, there are 8 other papers (2 international journal papers and 6 international conference papers) still under review.

These papers covers the following aspects. 1. New metric learning model. 2. Further enhancing the effectiveness of our person re-identification model via exploring better temporal representation and image generation based data augmentation. 3. Adaptation to changing environments via transfer learning and active learning. 4. Pose estimation and tracking.

Within them, 1 and 3 are mostly about planned work, while there are also some exploratory works in 2-4, good for future research.

  • 研究成果

    (14件)

すべて 2018 2017 その他

すべて 国際共同研究 (2件) 雑誌論文 (1件) (うち国際共著 1件、 査読あり 1件) 学会発表 (11件) (うち国際学会 7件、 招待講演 4件)

  • [国際共同研究] Fudan University/Xiamen University(China)

    • 国名
      中国
    • 外国機関名
      Fudan University/Xiamen University
  • [国際共同研究] University College London/The University of Edinburgh(United Kingdom)

    • 国名
      英国
    • 外国機関名
      University College London/The University of Edinburgh
  • [雑誌論文] Explorations on Visual Localization from Active to Passive2018

    • 著者名/発表者名
      Yongquan Yang, Yang Wu, Ning Chen
    • 雑誌名

      Multimedia Tools and Applications

      巻: 印刷中 ページ: -

    • 査読あり / 国際共著
  • [学会発表] Understanding humans: identity, communication, activity, and intension2018

    • 著者名/発表者名
      Yang Wu
    • 学会等名
      Invited talk at the Graduate School at Shenzhen, Tsinghua University, China
    • 招待講演
  • [学会発表] Temporal-Enhanced Convolutional Network for Person Re-identification2018

    • 著者名/発表者名
      Yang Wu, Jie Qiu, Jun Takamatsu, Tsukasa Ogasawara
    • 学会等名
      The Thirty-Second AAAI Conference on Artificial Intelligence (AAAI)
    • 国際学会
  • [学会発表] A deep-learning-based 3D hand pose tracking system2018

    • 著者名/発表者名
      Fan Yang, Kai Akiyama, Yang Wu
    • 学会等名
      The 12th International Workshop on Robust Computer Vision
    • 国際学会
  • [学会発表] Temporal-Enhanced Convolutional Network for Person Re-identification2018

    • 著者名/発表者名
      Yang Wu, Jie Qiu, Jun Takamatsu, Tsukasa Ogasawara
    • 学会等名
      The 12th International Workshop on Robust Computer Vision
    • 国際学会
  • [学会発表] Proposal of a wrist-mounted depth camera for finger gesture recognition2018

    • 著者名/発表者名
      Kai Akiyama, Yang Wu
    • 学会等名
      The 12th International Workshop on Robust Computer Vision
    • 国際学会
  • [学会発表] 3D Hand Pose Estimation: From Current Achievements to Future Goals2018

    • 著者名/発表者名
      Shanxin Yuan, Guillermo Garcia-Hernando, Bjorn Stenger, Gyeongsik Moon, Ju Yong Chang, Kyoung Mu Lee, Pavlo Molchanov, Jan Kautz, Sina Honari, Liuhao Ge, Junsong Yuan, Xinghao Chen, Guijin Wang, Fan Yang, Kai Akiyama, Yang Wu, et. al.
    • 学会等名
      IEEE Conf. on Computer Vision and Pattern Recognition (CVPR)
    • 国際学会
  • [学会発表] Dynamic Ensemble Active Learning: A Non-Stationary Bandit with Expert Advice2018

    • 著者名/発表者名
      Kunkun Pang, Mingzhi Dong, Yang Wu, Timothy Hospedales
    • 学会等名
      24th International Conf. on Pattern Recognition (ICPR)
    • 国際学会
  • [学会発表] Transferring CNNs to Multi-instance Multi-label Classification on Small Datasets2017

    • 著者名/発表者名
      Mingzhi Dong, Kunkun Pang, Yang Wu, Jing-Hao Xue, Timothy Hospedales, Tsukasa Ogasawara
    • 学会等名
      IEEE International Conference on Image Processing
    • 国際学会
  • [学会発表] Video-based Recognition: Perspectives of Set and Sequence2017

    • 著者名/発表者名
      Yang Wu
    • 学会等名
      Invited Haiyun talk at Xiamen University, China
    • 招待講演
  • [学会発表] Recognition in Videos: Perspectives of Set and Sequence2017

    • 著者名/発表者名
      Yang Wu
    • 学会等名
      Invited talk at the School of Data Science, Fudan University, China
    • 招待講演
  • [学会発表] Video-based Recognition: Perspectives of Set and Sequence2017

    • 著者名/発表者名
      Yang Wu
    • 学会等名
      Invited talk at University College London, United Kingdom
    • 招待講演

URL: 

公開日: 2018-12-17  

サービス概要 検索マニュアル よくある質問 お知らせ 利用規程 科研費による研究の帰属

Powered by NII kakenhi