About Me

Dan Zeng 曾丹, PhD.

Research Assistant Professor (副研究员), Postgraduate Supervisor (硕导)

Department of Computer Science and Engineering, Southern University of Science and Technology (SUSTech).

Address: Room 548, South Tower, College of Engineering, SUSTech, Shenzhen, Guangdong Province, China.

Email: zengd[at]sustech[dot]edu[dot]cn

E-Mail


Biography

Dan Zeng is currently a research assistant professor in the Department of Computer Science and Engineering at Southern University of Science and Technology (SUSTech). She received the B.E. and Ph.D. degrees in computer science and technology from Sichuan University (SCU) in 2013 and 2018, under the supervision of distinguished Prof. Zhisheng You(杰出教授,游志胜教授) and Prof. Qijun Zhao(赵启军教授). Since 2012, she participated in ‘3+2+3’ Joined Study of Bachelor and Doctoral Degree programs at Sichuan University (Top 5%). She worked as a post-doc research fellow in the Data Management and Biometrics (DMB) Lab at the University of Twente (UT), the Netherlands from 2018 to 2020, under the supervision of Prof. Raymond Veldhuis and Assoc. Prof. Luuk Spreeuwers. Her major research interests include Biometrics and Computer vision. Her research is motivated by a desire to enhance human and animal perception through biometrics and visual computing methods. Her recent research interests lie in tiny face super-resolution, face recognition and 3D face modeling, facial expression recognition, animal facial landmark localization, animal pose estimation, and real-time UAV tracking. For publications, please see the Google Scholar in the following link. She is a member of the IEEE.

News

2023 Oct. One paper has been accepted by TPAMI! congrats to Zhongxi Qiu!
2023 July One paper has been accepted by ACM MM2023! congrats to Shanchuan Hong!
2023 July One paper has been accepted by ICCV2023! congrats to Shuiwang Li!
2023 June One paper has been accepted by IET Image Processing!
2023 June One paper has been accepted by Intelligent Data Analysis! congrats to Gaoli Sang!
2023 April One paper has been accepted by IJCAI2023! congrats to Zelin Li!
2023 March One paper has been accepted by ICME2023! congrats to Shuiwang Li!
2022 Sept. One paper has been accepted by ACML2022! congrats to Shuiwang Li!
2022 Sept. 8 My research project has been funded by the Youth Program of NSFC :)
2022 Sept. One paper has been accepted by Neurocomputing! congrats to Jiansheng Fang!
2022 March One paper has been accepted by ICME2022! congrats to Shuiwang Li!
2022 March One paper has been accepted by CVPR2022!

Projects

1. High-fidelity Tiny Face Super-resolution and Recognition in Complex Surveillance Scenarios, Sponsor: National Natural Science Foundation of China (NSFC), Youth Program, Duration:2023/01-2025/12, PI.
2. Recognition-Oriented 3D Face Reconstruction Under Unconstrained Conditions, Sponsor: National Natural Science Foundation of China (NSFC), General Program, Duration:2018/01-2021/12, Key Member.

Publications

2023

Rethinking Dual-Stream Super-Resolution Semantic Learning in Medical Image Segmentation.

Zhongxi Qiu, Yan Hu, Xiaoshan Chen, Dan Zeng, Qingyong Hu and Jiang Liu.

IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), 10.1109/TPAMI.2023.3322735, 2023-10.[PDF]

Data-Scarce Animal Face Alignment via Bi-Directional Cross-Species Knowledge Transfer.

Dan Zeng, Shanchuan Hong, Shuiwang Li, Qiaomu Shen and Bo Tang.

ACM MM 2023-10.(Ottawa, Canada)[Paper] [Slides] [Video]

Adaptive and Background-Aware Vision Transformer for Real-Time UAV Tracking.

Shuiwang Li, Xiangyang Yang, Dan Zeng(#), Xucheng Wang.

ICCV 2023-10 #Corresponding author.(Paris, France)[PDF]

Analyzing and Combating Attribute Bias for Face Restoration.

Zelin Li, Dan Zeng(#), Xiao Yan, Qiaomu Shen and Bo Tang.

IJCAI 2023-08 #Corresponding author.(Macao, China)[Paper] [Poster] [Slides]

Towards Discriminative Representations with Contrastive Instances for Real-Time UAV Tracking.

Dan Zeng, Mingliang Zou, Xucheng Wang and Shuiwang Li.

ICME 2023-07 (Brisbane, Australia)[PDF]

Cascaded Face Super-Resolution with Shape and Identity Priors.

Dan Zeng, Zelin Li, Xiao Yan, Wen Jiang, Xinshao Wang, Jiang Li and Bo Tang.

IET Image Processing 2023-06. [PDF]

Robust Partial Face Recognition using Multi-label Attributes.

Gaoli Sang, Dan Zeng, Chao Yan, Raymond Veldhuis and Luuk Spreeuwers.

Intelligent Data Analysis 2023-06. [PDF]

2022

Face2Exp: Combating Data Biases for Facial Expression Recognition.

Dan Zeng, Zhiyuan Lin, Xiao Yan, Yuting liu, Fei Wang and Bo Tang.

CVPR 2022-06 (New Orleans, USA)[Paper] [Poster] [OverviewSlide] [Video]

Rank-based filter pruning for real-time UAV tracking.

Xucheng Wang(*), Dan Zeng(*), Qijun Zhao, Shuiwang Li.

ICME(Oral) 2022-07 *Equally contributed.(Taipei, Taiwan, China)[PDF]

SuperVessel: Segmenting High-resolution Vessel from Low-resolution Retinal Image.

Yan Hu, Zhongxi Qiu, Dan Zeng, Li Jiang, Chen Lin, Jiang Liu.

PRCV 2022-10 (Shenzhen, China).[PDF]

Combating Spatial Redundancy with Spectral Norm Attention in Convolutional Learners.

Jiansheng Fang, Dan Zeng, Xiao Yan, Yubing Zhang, Hongbo Liu, Bo Tang, Ming Yang, Jiang Liu.

Neurocomputing 2022-10.[PDF]

Effciency and Precision Trade-offs in UAV Tracking with Filter Pruning and Dynamic Channel Weighting.

Pengzhi Zhong(*), Dan Zeng(*), Xucheng Wang, Shuiwang Li.

FSDM 2022-11 *Equally contributed. (Xiamen, China).[PDF]

Learning Disentangled Representation in Pruning for real-time UAV Tracking.

Siyu Ma, Yuting Liu, Dan Zeng, Yaxin Liao, Xiaoyu Xu, Shuiwang Li.

ACML 2022-12 (Hyderabad, India).[PDF]

2021

Combating Ambiguity for hash-code Learning in Medical Instance Retrieval.

Jiansheng Fang, Huazhu Fu, Dan Zeng, Xiao Yan, and Jiang Liu.

IEEE Journal of Biomedical and Health Informatics 2021-05 [PDF]

Occlusion Invariant Face Recognition Using Simultaneous Segmentation.

Dan Zeng, Raymond Veldhuis, Luuk Spreeuwers, Richard Arendsen.

IET Biometrics 2021-04 [PDF]

A survey of face recognition techniques under occlusion.

Dan Zeng, Raymond Veldhuis, Luuk Spreeuwers.

IET Biometrics 2021-04 [PDF]

2020

Joint Face Alignment and 3D Face Reconstruction with Application to Face Recognition.

Feng Liu, Qijun Zhao, Xiaoming Liu, Dan Zeng.

IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI, Impact Factor=17.861) 2020-03[PDF]

2019

Combined training strategy for low-resolution face recognition with limited application specific data.

Dan Zeng, Luuk Spreeuwers, Raymond Veldhuis, Qijun Zhao.

IET Image Processing 2019-08 [PDF]

Likelihood Ratio based Loss to finetune CNNs for Very Low Resolution Face Verification.

Dan Zeng, Raymond Veldhuis, Luuk Spreeuwers, Qijun Zhao.

ICB(Oral) 2019-06 [PDF]

2018

Disentangling Features in 3D Face Shapes for Joint Face Reconstruction and Recognition.

Feng Liu, Ronghang Zhu, Dan Zeng, Qijun Zhao, Xiaoming Liu.

CVPR 2018-06 [PDF]

On 3D face reconstruction via cascaded regression in shape space.

Feng Liu, Dan Zeng, Jing Li, Qijun Zhao.

Frontiers of Information Technology & Electronic Engineering 2018-02 [PDF]

2017

Examplar Coherent 3D Face Reconstruction from Forensic Mugshot Database.

Dan Zeng, Qijun Zhao, Shuqin Long, Jing Li.

Image and Vision Computing 2017-02 [PDF]

2016

Joint Face Alignment and 3D Face Reconstruction.

Feng Liu, Dan Zeng, Qijun Zhao, Xiaoming Liu.

ECCV 2016-10 [PDF]

Towards resolution invariant face recognition in uncontrolled scenarios.

Dan Zeng, Hu Chen, Qijun Zhao.

ICB 2016-06 [PDF]

A Novel Approach to Mugshot Based Arbitrary View Face Recognition.

Dan Zeng, Shuqin Long, Jing Li, Qijun Zhao.

Journal of the Optical Society of Korea 2016-04 [PDF]

2015

Example based 3D Face Reconstruction from Uncalibrated Frontal and Profile Images.

Jing Li, Shuqin Long, Dan Zeng, Qijun Zhao.

ICB 2015-05 [PDF]


Education

2018/9 - 2020/9 University of Twente, The Netherlands
  Post-doc Research Fellow with the Department of Electrical Engineering, Mathematics and Computer Science
2016/10 - 2017/10 University of Twente, The Netherlands
  Visiting Researcher with the Department of Electrical Engineering, Mathematics and Computer Science
2014/9 - 2018/6 College of Computer Science, Sichuan University, P. R. China
  Ph.D. in Computer Science and Technology
2012/9-2014/6 College of Computer Science, Sichuan University, P. R. China
  Postgraduate in Computer Science and Technology
2009/9-2013/6 College of Computer Science, Sichuan University, P. R. China
  B.E. in Computer Science and Technology

Academic Service

Reviewer for major journals and conferences in the areas of Biometrics, computer vision and pattern recognition, such as IEEE TPAMI, IJCV, IEEE TIFS, IEEE TIP, IEEE TMI, PR, PR Letters, Artificial Intelligence, Electronics Letters, IVC, AAAI'21,22,23,24, CVPR'22,23, ICCV'23, ECCV'22, ACM MM'22, FG'22,23,24, IJCB'23 etc.

Awards and Honors

2015-2016 National Scholarship, Ministry of Education of China
2014-2018 Graduate Students Representatives of Sichuan University
2015-2016 Excellent PhD of Sichuan University
2015-2016 Outstanding graduate student cadres of Sichuan University
2014-2015 Excellent PhD of Sichuan University
2014-2015 Outstanding graduate student cadres of Sichuan University
2011-2012 National Scholarship for Encouragement, Ministry of Education of China

Social activities

2014-2018 2014 Dr. class monitor of College of Computer Science, Sichuan University
2013-2018 Committee member of ‘3+2+3’ successive graduate, postgraduate and doctoral program
2011-2012 2009 Undergraduate monitor of College of Computer Science, Sichuan University
2010-2011 Secretary of the Department sub-committees of College of Computer Science, Sichuan University