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,

Memory-augmented Dynamic Neural Relational Inference

Dong Gong, Zhen Zhang, Qinfeng Shi, Anton van den Hengel

IEEE International Conference on Computer Vision (ICCV), 2021.,

Factor Graph Neural Network

Zhen Zhang, Fan Wu, Wee Sun Lee

NeurIPS 2020,

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),

Visual Relationship Detection with Low Rank Non-Negative Tensor Decomposition

Mohammed Haroon Dupty, Zhen Zhang, Wee Sun Lee

AAAI 2020,

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,

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,

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,

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,

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.