Publications

Zero-Shot Learning

• Jingcai Guo, Zhijie Rao, Zhi Chen, Song Guo, Jingren Zhou, Dacheng Tao
  On the Element-Wise Representation and Reasoning in Zero-Shot Image Recognition: A Systematic Survey.
  Pre-Print.

• Zhi Chen, Pengfei Zhang, Jingjing Li, Sen Wang, Zi Huang
  Zero-Shot Learning by Harnessing Adversarial Samples.
  ACM International Conference on Multimedia.

• Zhi Chen, Yadan Luo, Sen Wang, Jingjing Li, Zi Huang
  Federated Zero-Shot Learning for Visual Recognition.
  preprint, 2022.

• 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*)

• 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, 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, 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*)

General Computer Vision and Machine Learning

• Zhiqi Yu, Zhichao Liao, Jingjing Li, Zhi Chen, Lei Zhu
  Dynamic Target Distribution Estimation for Source-free Open-Set Domain Adaptation
  The 39th Annual AAAI Conference on Artificial Intelligence AAAI 2024 (Core A*)

• Jia Syuen Lim, Zhuoxiao Chen, Zhi Chen, Mahsa Baktashmotlagh, Xin Yu, Zi Huang, Yadan Luo
  DiPEx: Dispersing Prompt Expansion for Class-Agnostic Object Detection
  NeurIPS 2024. (Core A*)

• Zhi Chen, Zecheng Zhao, Yadan Luo, Zi Huang
  FastEdit: Fast Text-Guided Single-Image Editing via Semantic-Aware Diffusion Fine-Tuning
  preprint 2024.

• Yi Zhang, Sen Wang, Zhi Chen, Xuwei Xu, Stano Funiak, Frank de Hoog, Jiajun Liu
  Towards Cost-Efficient Federated Multi-Agent Reinforcement Learning with Learnable Aggregation
  The Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD) 2024. (Best Student Paper Award)

• Zhi Chen, Xin Yu, Zi Huang
  Don’t Paint Everyone with the Same Brush: Adaptive Prompt Prototype Learning for Vision-Language Models
  Pre-print 2024.

• Xinyi Yang, Zhi Chen, Yadan Luo
  Optimizing Taxi Route Planning Based on Taxi Trajectory Data Analysis
  Australasian Database Conference (ADC) 2023.

• 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*)

• 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*)

• 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*)

• 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*)

Digital Agriculture

• Tianqi Wei, Zhi Chen, Xin Yu, Scott Chapman, Paul Melloy, Zi Huang
  PlantSeg: A Large-Scale In-the-wild Dataset for Plant Disease Segmentation
  preprint 2024.

• Tianqi Wei, Zhi Chen, Zi Huang, Xin Yu
  Benchmarking In-the-wild Multimodal Disease Recognition and A Versatile Baseline
  ACM International Conference on Multimedia (MM) 2024. (Core A*)

• Zhi Chen, Tianqi Wei, Zecheng Zhao, Jia Syuen Lim, Yadan Luo, Hu Zhang, Xin Yu, Scott Chapman, Zi Huang
  CF-PRNet: Coarse-to-Fine Prototype Refining Network for Point Cloud Completion and Reconstruction
  1st Place solution to CVPPA@ECCV2024: Shape Completion and Reconstruction of Sweet Peppers Challenge.

• Jia Syuen Lim, Yadan Luo, Zhi Chen, Tianqi Wei, Scott Chapman, Zi Huang
  Track Any Peppers: Weakly Supervised Sweet Pepper Tracking Using VLMs
  2st Place solution to CVPPA@ECCV2024: Detection and Multi-Object Tracking of Sweet Peppers Challenge.

HealthCare

• Weihao Wang, Xiaobei Li, Fei Chen, Ran Wei, Zhi Chen, Jingjing Li, Jingtao Qiao, Qi Pan, Wenjing Yang, Lixin Guo
  Secondary analysis of newly diagnosed type 2 diabetes subgroups and treatment responses in the MARCH cohort
  Diabetes & Metabolic Syndrome: Clinical Research & Reviews. 2024. (IF:10.0)

• 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)

• 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. 2021. (IF: 8.02)

• Xi Chen, Zhi Chen, Zijian Wang, Ruihong Qiu, Yadan Luo
  FluMA: An Intelligent Platform for Influenza Monitoring and Analysis
  Australasian Database Conference 2022.