陈作辉

主要研究方向

研究方向主要集中在人工智能与计算机视觉的交叉领域，利用大模型等人工智能技术解决计算机视觉中的可解释性、安全性和多模态融合问题，并延伸至环境监测、遥感影像分析等实际场景。

教育经历

2019.09-2024.12    浙江工业大学 网络空间安全研究院    工学博士 

2023.12-2024.06   曼彻斯特大学 计算机学院               联合培养

2015.09-2019.06    浙江工业大学 信息工程学院                自动化学士

1.Chen Zuohui, Zhou Jun, Sun Youcheng, Wang Jingyi, Xuan Qi, Yang Xiaoniu. Interpretability Based Neural Network 

Repair[C] ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA), 2024. 

DOI: 10.1145/3650212.3680330

2.Chen Zuohui, Zhang Tony, Chen Zhuangzhi, Xiang Yun, Xuan Qi, Dick, Robert P.. HVAQ: A high-resolution 

vision-based air quality dataset[J]. IEEE Transactions on Instrumentation and Measurement, 2021, 70: 1-10. 

DOI: 10.1109/TIM.2021.3104415

3.Chen Zuohui, Chen, Cheng, Shao Chongyang, Cai Chang, Song Xujie, Chen Cheng, Xiang Yun,  Liu Ruigang, 

Xuan Qi. MITNet: GAN enhanced magnetic induction tomography based on complex CNN[J]. IEEE Sensors Journal, 

2024. DOI: 10.1109/JSEN.2024.3350742

4.Chen Zuohui, Wang Renxuan, Xiang Jingyang, Yu Yue, Xia Xin, Ji Shouling, Xuan Qi, Yang Xiaoniu. 

Detecting Adversarial Samples with Graph-Guided Testing[C]. IEEE/ACM International Conference on Automated 

Software Engineering (ASE), 2021. DOI: 10.1109/ASE51524.2021.9678732

5.Chen Zuohui, Wang Renxuan, Xiang Jingyang, Yu Yue, Xia Xin, Ji Shouling, Xuan Qi, Yang Xiaoniu. GGT: 

Graph-Guided Testing for Adversarial Sample Detection of Deep Neural Network[J]. Computers & Security, 

2024: 103710. DOI: 10.1016/J.COSE.2024.103710 

6.Chen Zuohui, Lu Yao, Hu Jingxuan, Xuan Qi, Wang Zheng, Yang Xiaoniu. Graph-based similarity of deep neural 

networks [J]. Neurocomputing, 2024. DOI: 10.1016/j.neucom.2024.128722 

7.Lu Yao, Yang Wen, Zhang Yunzhe, Chen Zuohui, Chen Jinyin, Xuan Qi, Wang Zhen Yang Xiaoniu. Understanding 

the dynamics of DNNs using graph modularity[C]. European Conference on Computer Vision. 2022: 225-242. 

DOI: 10.1007/978-3-031-19775-8_14

8.Wu Wei, Li Tong, He Zhiyu, Yang Haiping, Chen Zuohui. PESNet: Point-Edge-Semantics Building Extraction 

and Vectorization in Remote Sensing Images[J]. IEEE Transactions on Geoscience and Remote Sensing, 

2024. DOI: 10.1109/TGRS.2024.3376389

9.Wu, Wei and Jiang, Chengeng and Yang, Liao and Wang, Weisheng and Chen, Quanjun and Zhang, Junjian and Yang,

 Haiping and Chen, Zuohui. Arbitrary Oriented Few-Shot Object Detection in Remote Sensing Images [J]. 

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2024. 

DOI: 10.1109/JSTARS.2024.3461165

[1] 面向网络空间的自主可控人工智能安全评测平台, 浙江省科技计划项目-重点研发. 参与

[2] 面向电磁空间的人工智能攻防对抗基础理论与评测方法研究, 国家自然科学基金项目-联合重点. 参与

[3] 智能算法脆弱性分析技术, 中国电子科技集团公司第三十六研究所. 参与