Yuan Yuan 袁园

CSAIL, MIT
32-G916, 32 Vassar St.
Cambridge, MA 02139

About Me

I am a Postdoctoral Research Associate at Computer Science & Artificial Intelligence Lab of Massachusetts Institute of Technology, working with Prof. Dina Katabi. I obtained Ph.D. degree in ECE department from Hong Kong University of Science and Technology. My supervisor was Prof. Dit-Yan Yeung. I was a visiting research scholar working with Prof. Abhinav Gupta in the Robotics Institute of Carnegie Mellon University. Before that, I received my B.S. degree in EE department from Huazhong University of Science and Technology.

Research Interests

  • Learning-based wireless sensing, with application to privacy-preserved healthcare and human sensing
  • General video understanding, including video object detection, temporal action localization and human action recognition
  • Learning with sequential data, e.g. speech, video, breathing
  • Deep learning, weakly-supervised learning, unsupervised or self-supervised learning

News

Selected Publications [Full List]

Marginalized Average Attentional Network For Weakly-Supervised Learning
Yuan Yuan, Yueming Lyu, Xi Shen, Ivor W. Tsang and Dit-Yan Yeung
International Conference on Learning Representations (ICLR 2019)
[PDF] [Code]

Efficient Batch Black-box Optimization with Deterministic Regret Bounds
Yueming Lyu, Yuan Yuan and Ivor W. Tsang
Under Review (JMLR 2019)
[arXiv]

Temporal Dynamic Graph LSTM for Action-driven Video Object Detection
Yuan Yuan, Xiaodan Liang, Xiaolong Wang, Dit-Yan Yeung and Abhinav Gupta
International Conference on Computer Vision (ICCV 2017)
[PDF] [Dataset] [BibTeX]

Adaptive Block Coding Order for Intra Prediction in HEVC
Amin Zheng, Yuan Yuan, Jiantao Zhou, Yuanfang Guo, Haitao Yang and Oscar C. Au
IEEE Transaction on Circuits and Systems for Video Technology, vol.26, no.11, pp.2152-2158, Nov. (TCSVT 2016)
[PDF]

Image Compression Via Dense Descriptors Assisted Synthesis
Yuan Yuan, Amin Zheng, Haitao Yang and Oscar C. Au
International Conference on Acoustics, Speech and Signal Processing (ICASSP 2015)
[PDF]
Oral Presentation

Motion Vector Fields Based Video Coding
Amin Zheng, Yuan Yuan, Hong Zhang, Haitao Yang, Pengfei Wan and Oscar C. Au
International Conference on Image Processing (ICIP 2015)
[PDF]

Motion Estimation Via Hierarchical Block Matching and Graph Cut
Amin Zheng, Yuan Yuan, Sunil Prasad Jaiswal and Oscar C. Au
International Conference on Image Processing (ICIP 2015)
[PDF]

Image Colorization Via Color Propagation and Rank Minimization
Yonggen Ling, Oscar C. Au, Jiahao Pang, Jin Zeng, Yuan Yuan and Amin Zheng
International Conference on Image Processing (ICIP 2015)
[PDF]

Image Compression Via Sparse Reconstruction
Yuan Yuan, Oscar C. Au, Amin Zheng and Haitao Yang
International Conference on Acoustics, Speech and Signal Processing (ICASSP 2014)
[PDF] [Poster]

Natural Image Matting via Adaptive Local and Nonlocal Sample Clustering
Haiyan Yang, Oscar C. Au, Yuan Yuan and Wenxiu Sun
International Conference on Image Processing (ICIP 2014)
[PDF]
Top 10% Paper Award

Honors and Awards (Selected)

  • Ali Star, Alibaba Group, 2019.
  • Overseas Research Award for conducting research at Carnegie Mellon University, HKUST, 2016.
  • Meritorious Winner, Mathematical Contest in Modeling of America (MCM), 2011.
  • National Scholarship, Ministry of Education of P.R.China, 2009, 2010, 2011.
  • Microsoft Young Fellowship, Microsoft Research Asia, 2011.

Professional Services (Selected)

  • PC Member
  • AAAI Conference on Artificial Intelligence (AAAI), 2020, 2021
    IEEE International Conference on Computer Vision (ICCV) workshop, the first workshop on statistic deep learning in computer vision, 2019
  • Conference Reviewer
  • Neural Information Processing Systems (NeurIPS), 2020
    European Conference on Computer Vision (ECCV), 2020
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017, 2018, 2019, 2020
    AAAI Conference on Artificial Intelligence (AAAI), 2019, 2020, 2021
    IEEE International Conference on Computer Vision (ICCV), 2017, 2019
    International Joint Conferences on Artificial Intelligence (IJCAI), 2017
    IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2014-2020
    IEEE International Conference on Image Processing (ICIP), 2013, 2014, 2015
    IEEE International Symposium on Circuits and Systems (ISCAS), 2013, 2014, 2015
  • Journal Reviewer
  • IEEE Transactions on Image Processing (TIP)
    IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
    IEEE Transactions on Multimedia (TMM)
    Pattern Recognition (PR)
    Computer Vision and Image Understanding (CVIU)
    Machine Vision and Applications (MVAP)