Jiafan Zhuang               庄嘉帆

  Jiafan Zhuang               庄嘉帆

Shantou University

🤵🏻 About me

I received the B.Eng. degree and PhD degree from University of Science and Technology of China (USTC) advised by Prof. Zilei Wang (王子磊).

I joined Shantou University as a lecturer in Sept. 2022, leading a computer vision research group. If you are seeking any form of academic cooperation, please feel free to email me at jfzhuang@stu.edu.cn.

My research interests include:

  • Video Analysis
  • Unsupervised/Semi-supervised/Weakly-supervised Learning
  • Domain Adaptation/Generalization
  • UAV/Medical/Industrial Vision Applications

🔥 News

  • 2025.06:  🎉🎉 1 paper has been accepted by MICCAI
  • 2024.12:  🎉🎉 1 paper has been accepted by AAMAS
  • 2024.02:  🎉🎉 1 paper has been accepted by CVPR
  • 2024.09:  🎉🎉 1 paper has been accepted by BigDIA as the Best Student Paper
  • 2024.10:  🎉🎉 1 paper has been accepted by CCIR for an Oral Presentation

📝 Publications

Conference Paper

  • Causality-Inspired Graph Neural Network for Interpretable Strabismus Subtype Classification. Zheng J, Luo L, Zhuang J, Wei P, Zhong L, Xie X, Guo J, Xie M, Kang X, Cen J, Dong L, Zheng C, Fan Z*. MICCAI, 2025. PDF
  • Robust Policy Learning for Multi-UAV Collision Avoidance with Causal Feature Selection. Jiafan Zhuang, Gaofei Han, Zihao Xia, Che Lin, Boxi Wang, Wenji Li, Dongliang Wang, Zhifeng Hao, Ruichu Cai, Zhun Fan*. AAMAS, 2024. PDF
  • Attention-Driven Mixing Perception based on Object Detection for UAV Distance Estimation. Duan Yuan, Yicheng Luo, Rihong Yan, Jiafan Zhuang*, Zhun Fan*. CCIR, 2024. PDF
  • Deep Reinforcement Learning based Multi-UAV Collision Avoidance with Causal Representation Learning. Gaofei Han, Qingling Wu, Boxi Wang, Che Lin, Jiafan Zhuang*, Wenji Li*, Zhifeng Hao, Zhun Fan*. BigDIA, 2024. PDF
  • Infer from What You Have Seen Before: Temporally-dependent Classifier for Semi-supervised Video Semantic Segmentation. Jiafan Zhuang, Zilei Wang*, Yixin Zhang, Zhun Fan. CVPR, 2024. PDF
  • A Multi-Agent Control Model Based on Gene Regulatory Network. Wenji Li, Pengxiang Ren, Zhaojun Wang, Dongliang Wang, Biao Xu, Chaotao Guan, Chuangbin Chen, Jiafan Zhuang and Zhun Fan*. BigDIA, 2023. PDF
  • A Constrained Multi-objective Evolutionary Algorithm Based on Early Convergence Followed by Diversity. Wenji Li, Yifeng Qiu, Zhaojun Wang, Qinchang Zhang, Ruitao Mai, Biao Xu, Yue Zhang, Jiafan Zhuang, Zhun Fan*. DOCS, 2023. PDF
  • Exploit Domain-robust Optical Flow in Domain Adaptive Video Semantic Segmentation. Yuan Gao, Zilei Wang*, Jiafan Zhuang, Yixin Zhang, Junjie Li. AAAI, 2023. PDF
  • Towards Effective Instance Discrimination Contrastive Loss for Unsupervised Domain Adaptation. Yixin Zhang, Zilei Wang*, Junjie Li, Jiafan Zhuang, Zihan Lin. ICCV, 2023. PDF
  • Semi-Supervised Video Semantic Segmentation with Inter-Frame Feature Reconstruction. Jiafan Zhuang, Zilei Wang*, Yuan Gao. CVPR, 2022. PDF
  • 5th Place Solution for VSPW 2021 Challenge. Jiafan Zhuang, Yixin Zhang, Xinyu Hu, Junjie Li, Zilei Wang*. ICCVW, 2021. PDF
  • Efficient License Plate Recognition via Holistic Position Attention. Yesheng Zhang, Zilei Wang*, Jiafan Zhuang. AAAI, 2021. PDF
  • Towards Human-Level License Plate Recognition. Jiafan Zhuang, Saihui Hou, Zilei Wang*, Zheng-Jun Zha. ECCV, 2018. PDF

Journal Paper

  • Paying more attention on backgrounds: Background-centric attention for UAV detection. Xiuxiu Lin, Yusu Niu, Xinran Yu, Zhun Fan, Jiafan Zhuang, An-Min Zhou*. Neural Networks, 2025. PDF
  • UAV Collision Avoidance in Unknown Scenarios with Causal Representation Disentanglement. Zhun Fan, Zihao Xia, Che Lin, Wenji Li, Dongliang Wang, Yindong Chen, Zhifeng Hao, Ruichu Cai, Jiafan Zhuang*. Drones, 2024. PDF
  • Frequency and content dual stream network for image dehazing. Meihua Wang, Lei Liao, De Huang, Zhun Fan*, Jiafan Zhuang, Wensheng Zhang. Image and Vision Computing, 2023. PDF
  • Efficient Focus Autoencoders for Fast Autonomous Flight in Intricate Wild Scenarios. Kaiyu Hu, Huanli Li, Jiafan Zhuang, Zhifeng Hao, Zhun Fan*. Drones, 2023. PDF
  • Modular design automation of the morphologies, controllers, and vision systems for intelligent robots: a survey. Wenji Li, Zhaojun Wang, Ruitao Mai, Pengxiang Ren, Qinchang Zhang, Yutao Zhou, Ning Xu, Jiafan Zhuang, Bin Xin, Liang Gao, Zhifeng Hao and Zhun Fan*. Visual Intelligence, 2023. PDF
  • Video Semantic Segmentation with Distortion-Aware Feature Correction. Jiafan Zhuang, Zilei Wang*, Bingke Wang. IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2021. PDF

📝 Patents

  • 范衠、魏沛蔚、郑家雯、钟礼壕、庄嘉帆、亢晓丽、王亚夫、郑策，基于因果特征选择的图神经网络精细化斜视诊断方法、系统、设备及介质，申请号：CN202411944815.5，申请日：2024.12.27，法律状态：已受理
  • 李文姬; 张顺杰; 王诏君; 关朝滔; 王栋梁; 庄嘉帆; 郝志峰; 范衠，一种机器人及其运动控制方法、装置，申请号：CN202411527520.8，申请日：2024.10.30，法律状态：实审中
  • 李文姬; 王博禧; 庄嘉帆; 王诏君; 王栋梁; 郝志峰; 范衠，基于因果表征学习的无人机集群围捕控制方法及系统，申请号：CN202411456225.8，申请日：2024.10.18，法律状态：实审中
  • 庄嘉帆; 伍庆玲; 严日鸿; 朱贵杰; 李文姬; 范衠，基于因果解耦的道路裂缝检测方法、电子设备及存储介质，申请号：CN202411368410.1，申请日：2024.09.29，法律状态：实审中
  • 王子磊、庄嘉帆，轻量级视频语义分割方法、系统、设备及存储介质，申请号：CN202210068739.0，申请日：2022.01.20，法律状态：实审中
  • 王诏君; 丁辰汶; 李文姬; 姚俊杰; 庄嘉帆; 范衠，一种地层形态建模方法、系统、电子设备及存储介质，专利号：CN119068132B，授权日：2025.04.11，法律状态：已授权
  • 王诏君; 丁辰汶; 李文姬; 姚俊杰; 庄嘉帆; 范衠，井眼轨道设计参数确定方法、系统、电子设备及存储介质，专利号：CN119066812B，授权日：2025.04.11，法律状态：已授权
  • 庄嘉帆; 郑家雯; 范衠，一种视频语义分割网络的半监督训练方法、设备及介质，专利号：CN118537556B，授权日：2025.01.14，法律状态：已授权
  • 庄嘉帆; 陈创彬; 李文姬; 任鹏翔; 王诏君; 关朝滔; 王栋梁; 范衠，一种集群围捕控制方法、电子设备及存储介质，专利号：CN118938657A，授权日：2024.11.12，法律状态：已授权
  • 范衠; 向纯斌; 李原; 周于涛; 甘飘; 黄书山; 易贤; 杨永泽; 陶通涓; 曹宇轩; 罗贤; 庄嘉帆; 赵雷; 刘进超; 王栋梁; 黄伟鑫; 张承钿; 朱贵杰; 李文姬; 郝志峰; 曹作林，基于多特征融合的工件焊缝位置检测方法、系统及设备，专利号：CN118710885A，授权日：2024.09.27，法律状态：已授权
  • 范衠; 向纯斌; 李原; 甘飘; 周于涛; 黄书山; 杨永泽; 陶通涓; 曹宇轩; 韦选豪; 庄嘉帆; 赵雷; 刘进超; 王栋梁; 黄伟鑫; 张承钿; 朱贵杰; 李文姬; 郝志峰; 曹作林，基于多特征融合的工件焊缝识别方法、系统、设备及介质，专利号：CN118691799A，授权日：2024.09.24，法律状态：已授权
  • 庄嘉帆; 韩高飞; 夏子皓; 林澈; 李文姬; 范衠; 郝志峰，基于CFS的多无人机避障方法、系统、装置及介质，专利号：CN118311976B，授权日：2024.09.27，法律状态：已授权
  • 王子磊、庄嘉帆，视频语义分割网络的训练方法、系统、设备及存储介质，专利号：CN114494973B，授权日：2024.03.29，法律状态：已授权
  • 王子磊、庄嘉帆，高效准确的车牌识别方法，专利号：CN107239778B，授权日：2020.01.03，法律状态：已授权

📝 Projects

  • 广东省自然科学基金-面上项目（No.2025A1515010800），“知识与数据联合驱动的斜视自动诊断系统研究”，主持，2025.01-2027.12
  • 国家自然科学基金青年项目 (NSFC, No.62406186)，“结构与运动知识引导的视频语义分割方法研究”，主持，2025.01-2027.12
  • 国家自然科学基金面上项目 (NSFC, No.62476163)，“因果图结构熵优化的自动机器学习方法研究”，参与，2025.01-2028.12
  • 汕头大学科研启动项目 (NTF22030)，“精确高效的视频语义分析模型及学习方法研究”，主持，2022.09-2025.8
  • 国家自然科学基金面上项目 (NSFC, No.62176246)，“时空结构知识引导的视频语义分析模型及学习方法”，参与，2022.01-2025.12

📖 Educations

  • 2017.09 - 2022.06, PhD, University of Science and Technology of China.
  • 2013.09 - 2017.06, B.Eng, University of Science and Technology of China.