Zhi Chen is a Postdoctoral Research Fellow in School of ITEE, The University of Queensland, working with Prof. Zi (Helen) Huang. He obtained his PhD degree in 2022 from UQ, advised by Prof. Zi (Helen) Huang. His research interests mainly include zero-shot learning, generative modelling, computer vision & deep learning.

Publication

• Zhi Chen, Pengfei Zhang, Jingjing Li, Sen Wang, Zi Huang, Zero-Shot Learning by Harnessing Adversarial Samples, ACM International Conference on Multimedia (MM) 2023. (Core A*)
• Zixin Wang, Yadan Luo, Zhi Chen, Sen Wang, Zi Huang, Cal-SFDA: Source-Free Domain-adaptive Semantic Segmentation with Differentiable Expected Calibration Error, ACM International Conference on Multimedia (MM) 2023. (Core A*)
• Fuming You, Jingjing Li, Zhi Chen, Lei Zhu, Pixel Exclusion: Uncertainty-aware Boundary Discovery for Active Cross-Domain Semantic Segmentation, ACM International Conference on Multimedia (MM) 2022. (Core A*)
• Weihao Wang*, Zhi Chen*, Sen Wang, Fei Chen, Mingqun Deng, Qi Pan, Lixin Guo, Application of novel subgroups of Chinese inpatients with diabetes based on machine learning paradigm, Diabetes & Metabolic Syndrome: Clinical Research & Reviews. 2022. (JCR Q1) (IF:10.0) (Co-first Author)
• Zhi Chen, Yadan Luo, Sen Wang, Jingjing Li, Zi Huang, GSMFlow: Generation Shifts Mitigating Flow for Generalized Zero-Shot Learning, IEEE Transactions on Multimedia (TMM). 2022. (Core A*) (IF: 8.182)
• Hongzu Su, Jingjing Li, Zhi Chen, Lei Zhu, Ke Lu, Distinguishing Unseen from Seen for Generalized Zero-shot Learning, The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2022. (Core A*)
• Zhi Chen, Yadan Luo, Ruihong Qiu, Sen Wang, Zi Huang, Jingjing Li, Zheng Zhang, Semantics Disentangling for Generalized Zero-Shot Learning, IEEE/CVF International Conference on Computer Vision (ICCV) 2021. (Core A*)
• Zhi Chen, Yadan Luo, Sen Wang, Ruihong Qiu, Jingjing Li, Zi Huang, Mitigating Generation Shifts for Generalized Zero-Shot Learning, ACM International Conference on Multimedia (MM) 2021. (Core A*)
• Ruihong Qiu, Sen Wang, Zhi Chen, Hongzhi Yin, Zi Huang, CausalRec: Causal Inference for Visual Debiasing in Visually-Aware Recommendation, ACM International Conference on Multimedia (MM) 2021. (Core A*)
• Yudong Chen, Sen Wang, Jianlin Lu, Zhi Chen, Zheng Zhang, Zi Huang, Local Graph Convolutional Networks for Cross-Modal Hashing, ACM International Conference on Multimedia (MM) 2021. (Core A*)
• Fuming You, Jingjing Li, Lei Zhu, Zhi Chen, Zi Huang, Domain Adaptive Semantic Segmentation without Source Data, ACM International Conference on Multimedia (MM) 2021. (Core A*)
• Zhi Chen, Zi Huang, Jingjing Li, Zheng Zhang, Entropy-Based Uncertainty Calibration for Generalized Zero-Shot Learning, 2021 Australasian Database Conference. (Best student paper – Highly Commended)
• Zhi Chen, Sen Wang, Jingjing Li, Zi Huang, Rethinking Generative Zero-Shot Learning: An EnsembleLearning Perspective for Recognising Visual Patches, ACM International Conference on Multimedia 2020. (Core A*)
• Weihao Wang, Xiaobei Pei, Lina Zhang, Zhi Chen, Dong Lin, Xiaoye Duan, Jingwen Fan, Qi Pan, Lixin Guo, Application of new international classification of adult-onset diabetes in Chinese inpatients with diabetes mellitus, Diabetes/Metabolism Research and Reviews. (IF: 8.02)
• Zhi Chen, Jingjing Li, Yadan Luo, Zi Huang, Yang Yang, CANZSL: Cycle-Consistent Adversarial Networks for Zero-Shot Learning from Natural Language, The IEEE Winter Conference on Applications of Computer Vision (WACV) 2020. (Core A)
• Zhi Chen, Yadan Luo, Cycle-Consistent Diverse Image Synthesis from Natural Language, IEEE International Conference on Multimedia & Expo Workshops 2019

Services

Reviewer

• IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2022-2024
• IEEE/CVF International Conference on Computer Vision (ICCV) 2023
• European Conference on Computer Vision (ECCV) 2022
• ACM Multimedia (MM) 2021-2023
• AAAI Conf. on Artificial Intelligence (AAAI) 2022-2023
• IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2023
• International Journal of Computer Vision 2024
• IEEE Transactions on Multimedia 2022-2023
• IEEE Transactions on Cognitive and Developmental Systems 2023

Teaching Experience

• Semester 2, 2023 - DATA7002 Responsible Data Science (co-lecturer)
• Semester 2, 2021 - DATA7901 Data Science Capstone Project 1
• Semester 2, 2021 - INFS3208 Cloud Computing (Head Tutor)
• Semester 1&2, 2020 - Supervision for Master Thesis Project
• Semester 2, 2020 - INFS3208/7208 Cloud Computing
• Semester 1, 2020 - INFS3202/7202 Web information systems
• Semester 2, 2019 - INFS3208/7208 Cloud Computing
• Semester 1, 2019 - INFS3202/7202 Web information systems