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Postdoctoral Researcher, Ph.D.

Computer Science Department

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

News!

A new co-authored TCSVT paper is accepted in 10th, March, 2019.

The proposal of Vision Meets Drones: A Challenge workshop is accepted to ICCV 2019 in 5th, April, 2019.

A new co-authored IJCAI paper is accepted in 10th, May, 2019.

Educations

09/2013~07/2018 Ph.D. in University of Chinese Academy of Sciences (UCAS)

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

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

Research Interests

• Computer Vision, Machine Learning, Deep Learning

• Visual Tracking, Object Detection, Video Segmentation, Digital Forensics


Preprints

1. Congcong Li, Dawei Du, Libo Zhang, Tiejian Luo, Yanjun Wu, Qi Tian, Longyin Wen, Siwei Lyu, "Data Priming Network for Automatic Check-Out", 2019. [arXiv]

2. 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. Detecting Small Objects Using a Channel-Aware Deconvolutional Network. Kaiwen Duan, Dawei Du, Honggang Qi and Qingming Huang. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2019. [PDF][Code]
  2. 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][Code] (*euqal contribution)
  3. 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][Code]
  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][Code]
  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][Code][Models] (*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]
  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][Code]
  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]
  11. 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]

Sources

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

Professional Acitivities

• Journal Reviewer for Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 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 ICIP 2016, 2017, 2018, 2019, CVPR 2019, ICCV 2019.

• Area Chair for AVSS 2019.


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