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Postdoctoral Researcher, Ph.D.

Computer Science Department

University at Albany, State University of New York, Albany, USA

News!

A new ECCV paper is accepted in 3th, July, 2018.

A new co-authored TCYB paper is accepted in 2th, October, 2018.

Two new co-authored AAAI papers are accepted in 31th, October, 2018.

Educations

09/2013~07/2018 Ph.D in School of Computer and Control Engineering, University of Chinese Academy of Sciences (UCAS)

09/2010~07/2013 M.S. in School of Automation, University of Electronic Science and Technology of China (UESTC)

09/2006~07/2010 B.S. in School of Automation, University of Electronic Science and Technology of China (UESTC)

Research Interests

• Computer Vision, Machine Learning, Deep Learning

• Visual Tracking, Video Segmentation, Energy Minimization, Graph Clustering

Preprints

  1. Longyin Wen, Dawei Du, Zhaowei Cai, Zhen Lei, Ming-Ching Chang, Honggang Qi, Jongwoo Lim, Ming-Hsuan Yang, Siwei Lyu, "UA-DETRAC: A New Benchmark and Protocol for Multi-Object Tracking", 2015. [arXiv][Project Page]

Selected Publications

  1. Learning Non-Uniform Hypergraph for Multiple Object Tracking. Lonyin Wen*, Dawei Du*, Shengkun Li, Xiao Bian, and Siwei Lyu. AAAI Conference on Artificial Intelligence (AAAI), 2019. [PDF][Project Page] (*euqal contribution)
  2. Scale-Invariant Fully Convolutional Network: Detecting Hands Efficiently. Dan Liu, Dawei Du, Libo Zhang, Tiejian Luo, Yanjun Wu, Feiyue Huang and Siwei Lyu. AAAI Conference on Artificial Intelligence (AAAI), 2019. [PDF][Project Page]
  3. Dual Encoding for Abstractive Text Summarization. Kaichun Yao, Libo Zhang, Dawei Du, Tiejian Luo, Lili Tao and Yanjun Wu. IEEE Transactions on Cybernetics (TCYB), 2018. [PDF][Project Page]
  4. The Unmanned Aerial Vehicle Benchmark: Object Detection and Tracking. Dawei Du, Yuankai Qi, Hongyang Yu, Yifan Yang, Kaiwen Duan, Guorong Li, Weigang Zhang, Qingming Huang, and Qi Tian. European Conference on Computer Vision (ECCV), 2018. [PDF][Project Page]
  5. Iterative Graph Seeking for Object Tracking. Dawei Du, Longyin Wen, Honggang Qi, Qingming Huang, Qi Tian, and Siwei Lyu. IEEE Transactions on Image Processing (TIP), 27(4): 1808-1821, 2018. [PDF][Project Page]
  6. Global Contrast Enhancement Detection via Deep Multi-Path Network. Cong Zhang, Dawei Du*, Lipeng Ke, Honggang Qi, and Siwei Lyu. IEEE International Conference on Image Processing (ICPR), 2018. [PDF][Project Page] (*corresponding author)
  7. Geometric Hypergraph Learning for Visual Tracking. Dawei Du, Honggang Qi, Longyin Wen, Qi Tian, Qingming Huang, and Siwei Lyu. IEEE Transactions on Cybernetics (TCYB), 2017. [PDF][Project Page]
  8. Online Deformable Object Tracking based on Structure-Aware Hyper-graph. Dawei Du, Honggang Qi, Wenbo Li, Longyin Wen, Qingming Huang, and Siwei Lyu. IEEE Transactions on Image Processing (TIP), 25(8):3572–3584, 2016. [PDF][Demo] [Project Page]
  9. Hybrid Strucuture Hypergraph for Online Deformable Object Tracking. Shengkun Li, Dawei Du, Longyin Wen, Ming-Ching Chang, and Siwei Lyu. IEEE International Conference on Image Processing (ICIP), 2017. [PDF][Project Page]
  10. JOTS: Joint Online Tracking and Segmentation. Longyin Wen, Dawei Du, Zhen Lei, Stan Z. Li, Ming-Hsuan Yang. IEEE Conference on Computer Vision and Pattern Recognition (CVPR): 2226-2234, 2015. [PDF][Project Page][中文博客]
  11. Learning Discriminative Hidden Structural Parts for Visual Tracking. Longyin Wen, Zhaowei Cai, Dawei Du, Zhen Lei, Stan Z Li. International Workshop on Feature and Similarity Learning for Computer Vision in Conjunction with Asian Conference on Computer Vision (ACCV Workshop), Oral: 2014. [PDF][Project Page]
  12. Abnormal event detection in crowded scenes based on Structural Multi-scale Motion Interrelated Patterns. Dawei Du, Honggang Qi, Qingming Huang, Wei Zeng, Changhua Zhang. IEEE International Conference on Multimedia and Expo (ICME): 2013. [PDF][Project Page]

Sources

  1. Deform-SOT Benchmark [Project Page]
  2. UAVDT Benchmark [Project Page]

Professional Acitivities

• Journal Reviewer for IEEE Transactions on Image Processing (TIP), IEEE Transactions on Multimedia (TMM), ACM Transactions on Multimedia Computing, Communications and Applications (TOMM), Machine Vision and Applications (MVAP), IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), Neurocomputing, Computing and Informatics, IET Computer Vision.

• Conference Reviewer for IEEE International Conference on Image Processing (ICIP) 2016, 2017, 2018.

Awards and Honors

• 2018 Excellent Graduate in University of Chinese Academy of Sciences (UCAS)

• 2015 Merit Student in University of Chinese Academy of Sciences (UCAS)

• 2010 Excellent Graduate in University of Electronic Science and Technology of China (UESTC)

• 2010 Excellent Dissertations Award, University of Electronic Science and Technology of China (UESTC)

• 2009 Meritorious Winner in 2009 Mathematical Contest in Modeling (MCM)

Collaborators

  • Prof. Siwei Lyu (Department of Computer Science, University at Albany, State University of New York, Postdoc Advisor)
  • Prof. Qingming Huang (School of Computer and Control Engineering, University of Chinese Academy of Sciences, Ph.D. Advisor)
  • Prof. Qi Tian (Department of Computer Science, University of Texas at San Antonio)
  • Dr. Longyin Wen (JD Finance)
  • Prof. Honggang Qi (School of Computer and Control Engineering, University of Chinese Academy of Sciences)
  • Prof. Wei Zeng (School of Electronics Engineering And Computer Science, Peking University)
  • Prof. Changhua Zhang (School of Energy Science and Engineering, University of Electronic Science and Technology of China, M.S. Advisor)