Tao Han

Master Student at Northwestern Polytechnic University

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About Me

I am currently a research assistant at Shanghai Artificial Intelligence Laboratory under the guidance of Associate Prof Wanli Ouyang. Prior to that, I received the Master degree in the School of Artificial Intelligence, Optics and Electronics (iOPEN) at Northwestern Polytechnic University, supervised by Qi Wang and Xuelong Li professors, collaborating with Junyu Gao. I also did my Bachelor degree at school of Automation, Northwestern Polytechnic University. My research area includes computer vision, deep learning and machine learning.

News

Education & Experiences

  • Department of General Vision, Shanghai Artificial Intelligence Laboratory, China
    04/2022 - present

  • School of Artificial Intelligence, Optics and Electronics (iOPEN), Northwestern Polytechnic University, China
    09/2019 - 03/2022

  • School of Automation, Northwestern Polytechnic University, China
    09/2015 - 07/2019

Projects

Publications

→ Full list * equal contribution

DR.VIC:Decomposition and Reasoning for Video Individual Counting

T. Han*, L. Bai*, J. Gao, Q. Wang, and W. Ouyang

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022

[PDF] [Code]

Domain-Adaptive Crowd Counting via High-Quality Image Translation and Density Reconstruction

J. Gao, T. Han, Y. Yuan, and Q. Wang

IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021

[PDF]

Neuron Linear Transformation: Modeling the Domain Shift for Crowd Counting

Q. Wang, T. Han, J. Gao, and Y. Yuan

IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2020

[PDF] [Code]

Multi-task Attention Network for Lane Detection and Fitting

Q. Wang, T. Han, Z. Qin, J. Gao, and X. Li

IEEE Transactions on Neural Networks and Learning Systems (TNNLS),2020

[PDF]

Unsupervised Semantic Aggregation and Deformable Template Matching for Semi-Supervised Learning

T. Han*, J. Gao*, Y. Yuan, and Q. Wang

Proc. Conference on Neural Information Processing Systems, 2020

[PDF] [Code]

A Flow Base Bi-path Network for Cross-scene Video Crowd Understanding in Aerial View

Z. Zhao*, T. Han*, J Gao, Q. Wang, X. Li

Proc. European Conference on Computer Vision Workshops (ECCVw), 2020

[PDF]

Focus on Semantic Consistency for Cross-Domain Crowd Understanding, (Oral)

T. Han, J. Gao, Y. Yuan, and Q. Wang

Proc. International Conference on Acoustic, Speech, and Signal Processing (ICASSP), 2020

[PDF]

Under review

LDC-Net: A Unified Framework for Localization, Detectionand Countingin Dense Crowds

Q. Wang, T. Han, J. Gao, Y. Yuan, and X, Li

IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021 (under review)

[PDF]

Learning Independent Instance Maps for Crowd Localization

J. Gao, T. Han, Q. Wang, and Y. Yuan

IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021 (under review)

[PDF] [Code]

Service

Membership

  • IEEE Student Member, 2020-Now
  • AAAI Member, 2021-Now

Journal Reviewer

  • IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
  • IEEE Transactions on Image Processing (TIP)
  • IEEE Transactions on Neural Networks and Learning Systems (TNNLS)
  • IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
  • IEEE Transactions on Systems, Man and Cybernetics: Systems (SMCA)
  • IET Image Processing
  • Neurocomputing

Awards & Honors

Honors

  • Outstanding Graduate Student, Shaanxi Province, 2022
  • Outstanding Graduate Student, Northwestern Polytechnical University, 2022

Contests

  • 2020, Third Prize of the Second China Graduated AI Innovation Competition link1 link2
  • 2020, Honourable Mention in VisDrone competition on the European Conference on Computer Vision
  • 2018, First Prize of the National Undergraduate Smart Car Competition on NXP Cup
  • 2017, First Prize of the American Undergraduate Mathematical Contest in Modeling
  • 2017, Second Prize of the National Undergraduate Smart Car Competition on NXP Cup

Scholarships

  • 2021, National Scholarship, China
  • 2021, First Prize of Academic Scholarship, Northwestern Polytechnic University
  • 2021, Hua Wei Special Scholarship in the Second China Graduated AI Innovation Competition
  • 2020, CETC LES Scholarship, The 28th Research Institute of CETC
  • 2020, First Prize of Academic Scholarship, Northwestern Polytechnic University
  • 2019, First Prize of Academic Scholarship, Northwestern Polytechnic University
  • 2016~2018, Outstanding Student Scholarship, Northwestern Polytechnic University
  • 2016~2018, National Encouragement Scholarship, Ministry of Education
  • 2016~2019, Outstanding Student Scholarship, Yunnan Province