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Zhen Zhang

Ph.D in Computer Science

Biography

Zhen Zhang is currently a Postdoctoral Researcher at the University of Adelaide, working with Prof. Qinfeng (Javen) Shi. Previously, he was a postdoctoral research fellow in the Department of Computer Science at the National University of Singapore under the supervision of Prof. Lee Wee Sun. He received a PhD in Computer Science from Northwestern Polytechnical University (Xi’an, China) under the supervision of Prof. Yanning Zhang. During Nov. 2012 to Dec. 2014, he was a visiting student at Australian Centre for Visual Technologies, University of Adelaide, under the supervision of Prof. Anton van den Hengel and Prof. Qinfeng (Javen) Shi. He completed his bachelor degree in Computer Science in 2010 at School of Computer Science and Engineering, Northwestern Polytechnical University, Xi’an, China, working with Prof. Yanning Zhang and Dr. Zhonghua Fu.

Interests

  • Machine Learning
  • Computer Vision

Education

  • PhD in Computer Science, 2017

    Northwestern Polytechnical University

  • BSc in Computer Science, 2010

    Northwestern Polytechnical University

Publications

Truncated Matrix Power Iteration for Differentiable DAG Learning
Zhen Zhang, Ignavier Ng, Dong Gong, Yuhang Liu, Ehsan M Abbasnejad, Mingming Gong, Kun Zhang, Javen Qingfeng Shi
NeurIPS 2022,
PDF
Memory-augmented Dynamic Neural Relational Inference
Dong Gong, Zhen Zhang, Qinfeng Shi, Anton van den Hengel
IEEE International Conference on Computer Vision (ICCV), 2021.,
PDF
Factor Graph Neural Network
Zhen Zhang, Fan Wu, Wee Sun Lee
NeurIPS 2020,
PDF Project
Learning Deep Gradient Descent Optimization for Image Deconvolution
Dong Gong*, Zhen Zhang*, Qinfeng Shi, Anton van den Hengel, Chunhua Shen, Yanning Zhang (* Equal contribution)
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2020. (Accepted),
PDF
Visual Relationship Detection with Low Rank Non-Negative Tensor Decomposition
Mohammed Haroon Dupty, Zhen Zhang, Wee Sun Lee
AAAI 2020,
PDF
Deep Graphical Feature Learning for the Feature Matching Problem
Zhen Zhang, Wee Sun Lee
In Proceedings of the International Conference on Computer Vision, 2019,
PDF Code Reviews
Convolutional Sequence to Sequence Model for Human Dynamics
Chen Li*, Zhen Zhang*, Wee Sun Lee, Gim Hee Lee (* Equal Contribution)
IEEE Conference On Computer Vision and Pattern Recognition 2018,
PDF Project Reviews
Dynamic Programming Bipartite Belief Propagation For Hyper Graph Matching
Zhen Zhang, Julian McAuley, Yong Li, Wei Wei, Yanning Zhang, Qinfeng Shi
In The 26th International Joint Conference on Artificial Intelligence (IJCAI-17),
PDF Code Project
Solving Constrained Combinatorial Optimisation Problems Via MAP Inference Without High-order Penalties
Zhen Zhang, Qinfeng Shi, Julian McAuley, Wei Wei, Yanning Zhang, Rui Yao, Anton van den Hengel
Thirty-First AAAI Conference On Artificial Intelligence,
PDF Project Reviews
Real-time Correlation Filter Tracking by Efficient Dense Belief Propagation with Structure Preserving
Rui Yao, Shixiong Xia, Zhen Zhang, Yanning Zhang
IEEE Transactions on Multimedia. 2016,
PDF
Pairwise Matching through Max-Weight Bipartite Belief Propagation
Zhen Zhang, Qinfeng Shi, Julian McAuley, Wei Wei, Yanning Zhang, Anton van den Hengel
In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2016,
PDF Code Project Reviews
Joint Probabilistic Matching Using m-Best Solutions
Seyed H. Rezatofighi, Anton Milan, Zhen Zhang, Qinfeng Shi, Anthony Dick, Ian Reid
In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2016,
PDF Code Video
Joint Probabilistic Data Association Revisited
Seyed H. Rezatofighi, Anton Milan, Zhen Zhang, Qinfeng Shi, Anthony Dick, Ian Reid
In IEEE International Conference on Computer Vision, 2015,
PDF Code Video
Learning graph structure for multi-label image classification via clique generation
Mingkui Tan, Qinfeng Shi, Anton van den Hengel, Chunhua Shen, Junbin Gao, Fuyuan Hu, Zhen Zhang
In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015,
PDF Code Project
Variable Kernel Density Estimation Based Robust Regression And Its Applications
Zhen Zhang, Yanning Zhang
Neuralcomputing,
Constraint reduction using marginal polytope diagrams for MAP LP relaxations
Zhen Zhang, Qinfeng Shi, Yanning Zhang, Chunhua Shen, Anton van den Hengel
arXiv preprint arXiv:1312.4637,
PDF

Projects

Factor Graph Neural Network

Abstract Most of the successful deep neural network architectures are structured, often consisting of elements like convolutional …

Graph Matching through Max-Weight Bipartite Belief Propagation

Abstract Graph matching is a key problem in computer vision and pattern recognition. One way to encode the essential interdependence …

MAP Inference Over Constrained Markov Random Field

Under construction.

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