Contact Information:

Huiying Xu, received the M.S. degree from National University of Defense Technology(NUDT), China. She is an associate professor with the School of Computer Science and Technology, Zhejiang Normal University, and also the researcher of Research Institute of Ningbo Cixing Co. Ltd, PR, China. Her research interests include Kernel learning and feature selection, Object Detection, Vision SLAM, Computer vision, Image processing, Pattern recognition, Computer simulation, Deep clustering, Diffusion Model, Multiple Kernel Learning, Learning with incomplete data and their applications. She is a member of the China Computer Federation. She has published papers, including those in highly regarded journals such International Journal of Intelligent Systems, IEEE Transactions on Cybernetics, IEEE Transactions on Multimedia, ACM MM, etc.

Please drop me a message by email: xhy@zjnu.edu.cn

Selected Journal Papers (Click to Hide):

1. [Neurocomputing' 4] Yunzhong Si, Huiying Xu*, Xinzhong Zhu, Wenhao Zhang, Yao Dong, Yuxing Chen, Hongbo Li: SCSA: Exploring the synergistic effects between spatial and channel attention. Neurocomputing 634: 129866. (8 March 2025) (SCI Q1) [PDF]
2. [AIMS Mathematics' 2] Nafissa T. Trouba, Mohamed E. M. Alngar, Reham M. A.Shohib, Haitham A. Mahmoud, Yakup Yildirim, Huiying Xu*, Xinzhong Zhu: Novel solitary wave solutions of the (3+1)–dimensional nonlinear Schrödinger equation with generalized Kudryashov self–phase modulation. AIMS Mathematics (28 January 2025) (SCI Q1) [PDF]
3. [AIMS Mathematics' 1] Nafissa T. Trouba, Huiying Xu*, Mohamed E. M. Alngar, Reham M. A.Shohib, Haitham A. Mahmoud, Xinzhong Zhu: Soliton solutions and stability analysis of the stochastic nonlinear reaction-diffusion equation with multiplicative white noise in soliton dynamics and optical physics. AIMS Mathematics (24 January 2025) (SCI Q1) [PDF]
4. [Neurocomputing' 3] Yunzhong Si, Huiying Xu*, Xinzhong Zhu, Rihao Liu, Hongbo Li: Attention-modulated frequency-aware pooling via spatial guidance. Neurocomputing 625: 129507. (27 January 2025) (SCI Q1) [PDF]
5. [IVC' 1] Wenhao Zhang, Huiying Xu*, Xinzhong Zhu, Yunzhong Si, Yao Dong, Xiao Huang, Hongbo Li: RFSC-net: Re-parameterization forward semantic compensation network in low-light environments. Image and Vision Computing (IVC) 151: 105271. (7 September 2024) (SCI Q3) [PDF]
6. [JKSU' 2] Fatene Dioubi, Negalign Wake Hundera, Huiying Xu∗, Xinzhong Zhu: Enhancing stock market predictions via hybrid external trend and internal components analysis and long short term memory model. Journal of King Saud University - Computer and Information Sciences (JKSU) 36(5): 102044. (22 Nov 2024) (SCI Q2) [PDF]
7. [DSP' 1] Yi Li, Huiying Xu*, Xinzhong Zhu, Xiao Huang and Hongbo Li: THDet: A Lightweight and Efficient Traffic Helmet Object Detector based on YOLOv8. Digital Signal Processing: 155 (7 September 2024) 104765 (DSP). (SCI Q3) [PDF]
8. [Axioms' 1] Mahvish Samar, Xinzhong Zhu*, Huiying Xu: Conditioning Theory for ML-Weighted Pseudoinverse and ML-Weighted Least Squares Problem. Axioms: 13 (22 May 2024) 345. (SCI Q2) [PDF]
9. [Vehicular Communications' 1] Negalign Wake Hundera, Muhammad Umar Aftab, Dagmawit Mesfin, Fatene Dioubi∗, Huiying Xu, Xinzhong Zhu*: An efficient heterogeneous online/offline anonymous certificateless signcryption with proxy re-encryption for Internet of vehicles. Vehicular Communications: 100811. (4 Jun 2024) (SCI Q2) [PDF]
10. [JKSU' 1] Negalign Wake Hundera, Shumeng Wang, Dagmawit Mesfin, Huiying Xu, Xinzhong Zhu*: An efficient online/offline heterogeneous proxy signcryption for secure communication in UAV networks. Journal of King Saud University - Computer and Information Sciences (JKSU) 36(5): 102044. (4 May 2024) (SCI Q2) [PDF]
11. [Neurocomputing' 2] Xinyu Zhang, Huiying Xu*, Xinzhong Zhu, Yuhang Chen: Deep Contrastive Clustering via Hard Positive Sample Debiased. Neurocomputing 570: 127147. (2024) (SCI Q1) [PDF]
12. [Computational Intelligence and Neuroscience' 1] Jiaji Qiu, Huiying Xu*, Xinzhong Zhu, and Michael Adjeisah: Localized Simple Multiple Kernel K-Means Clustering with Matrix-Induced Regularization. Computational Intelligence and Neuroscience (2023) (SCI Q3) [PDF]
13. [Analytica Chimica Acta' 1] Dawei Cao, Hechuan Lin, Ziyang Liu, Yuexing Gu, Weiwei Hua, Xiaowei Cao*, Yayun Qian*, Huiying Xu*, Xinzhong Zhu: Serum-based surface-enhanced Raman spectroscopy combined with PCA-RCKNCN for rapid and accurate identification of lung cancer. Analytica Chimica Acta (SCI Q1) [PDF]
14. [Computer Science Review' 1] Michael Adjeisah, Xinzhong Zhu*, Huiying Xu*, Tewodros Alemu Ayall: Towards data augmentation in graph neural network: An overview and evaluation. Computer Science Review (SCI Q1) [PDF]
15. [Sensors and Actuators: B. Chemical' 1] Dawei Cao, Hechuan Lin, Ziyang Liu, Jiaji Qiu, Shengjie Ge, Weiwei Hua, Xiaowei Cao, Yayun Qian, Huiying Xu*, Xinzhong Zhu: PCA-TLNN-based SERS analysis platform for label-free detection and identification of cisplatin-treated gastric cancer. Sensors and Actuators: B. Chemical (SCI Q1) [PDF]
16. [TMM' 1] Changchong Sheng, Xinzhong Zhu*, Huiying Xu, Matti Pietikainen, Li Liu: Adaptive Semantic-Spatio-Temporal Graph Convolutional Network for Lip Reading. IEEE Transactions on Multimedia (TMM) (Early Access, CCF Rank B) [PDF]
17. [TCYB' 1] Miaomiao Li#, Jingyuan Xia#, Huiying Xu#, Qing Liao, Xinzhong Zhu*, Xinwang Liu*: "Localized Incomplete Multiple Kernel k-means with Matrix-induced Regularization". IEEE Transactions on Cybernetics (TCYB) (CCF Rank B)[PDF]
18. [IJIS' 1] Huiqiang Lian, Huiying Xu*, Siwei Wang, Miaomiao Li, Xinzhong Zhu, Xinwang Liu: "Partial multiview clustering with locality graph regularization". International Journal of Intelligent Systems (IJIS) 36(6): 2991- 3010 (2021) (SCI Q1) [PDF]
19. [Neurocomputing' 1] Xinzhong Zhu#, Chang Tang#, Pichao Wang, Huiying Xu, Minhui Wang*, Jiajia Chen* and Jie Tian: Saliency Detection via Affinity Graph Learning and Weighted Manifold Ranking. Neurocomputing 312(5): 239-250 (2018) (SCI Q1) [PDF]
20. [Complexity' 1] Xinzhong Zhu*, Huiying Xu, Jianmin Zhao and Jie Tian*: Automated Epileptic Seizure Detection in Scalp EEG Based on Spatial-Temporal Complexity. Complexity 12: 1-9 (2017) (SCI Q2) [PDF]

Selected Conference Papers (Click to Hide):

1. [CSCWD' 1] Linwei Yao, Kuan Li*, Huiying Xu, Xinzhong Zhu*, Hongbo Li: Multi-DAT: Dynamic Job Task Scheduling Method Based on Multi-agent Reinforcement Learning. CSCWD 2025. (CCF Rank B) [PDF]
2. [ICASSP' 2] Minghao Li, Hechuan Lin, Huiying Xu*, Ziying Wang, Xinzhong Zhu, Xiao Huang: One-step Incomplete Muti-view Clustering based on Bipartite Graph Learning. ICASSP 2025. (CCF Rank B) [PDF]
3. [AAAI' 4] Yu Feng, Weixuan Liang, Xinhang Wan, Jiyuan Liu, Suyuan Liu, Qian Qu, Guan, Huiying Xu*, Xinwang Liu*: Incremental Nystrom-based Multiple Kernel Clustering. AAAI 2025. (CCF Rank A) [PDF]
4. [AAAI' 3] Pei Zhang, Yuangang Pan, Siwei Wang, Shengju Yu, Huiying Xu*, En Zhu*, Xinwang Liu*, Ivor Tsang: Max-Mahalanobis Anchors Guidance for Multi-View Clustering. AAAI 2025. (CCF Rank A) [PDF]
5. [AAAI' 2] Chen Li, Rui Zhao, Zeyu Wang, Huiying Xu*, Xinzhong Zhu*: RemDet: Rethinking Efficient Model Design for UAV Object Detection. AAAI 2025. (CCF Rank A) [PDF] [Code] [Intro]
6. [AAAI' 1] Zeyu Wanga#, Chen Lia#, Huiying Xu*, Xinzhong Zhu*, Hongbo Li: Mamba YOLO: SSMs-Based YOLO For Object Detection. AAAI 2025. (CCF Rank A) [PDF] [Code] [Intro]
7. [MM' 1] Qian Qu, Xinhang Wan, Weixuan Liang, Jiyuan Liu, Yu Feng, Huiying Xu*, Xinwang Liu, En Zhu*: A Lightweight Anchor-Based Incremental Framework for Multi-view Clustering. ACM MM 2024. (CCF Rank A) [PDF]
8. [ICML' 1] Weixuan Liang, En Zhu, Shengju Yu, Huiying Xu*, Xinzhong Zhu*, Xinwang Liu*: Scalable Multiple Kernel Clustering: Learning Clustering Structure from Expectation. ICML 2024. (CCF Rank A) [PDF]
9. [ICASSP' 1] Yue Hu, Huiying Xu*, Xinzhong Zhu, Hundera Negalign Wake: V-DDPM: MRI Rician Noise Removal Model Based on VST and DDPM. ICASSP 2024. (CCF Rank B) [PDF]

PrePrint (Click to Hide):

1. [ArXiv' 1] Yunzhong Si, Huiying Xu*, Xinzhong Zhu*, Wenhao Zhang, Yao Dong, Yuxing Chen, Hongbo Li: SCSA: Exploring the Synergistic Effects Between Spatial and Channel Attention. ArXiv 2024. [PDF] [Code]

Brief Bio:

Huiying Xu received the M.S. degree from National University of Defense Technology(NUDT), China. She is an associate professor with the School of Computer Science and Technology, Zhejiang Normal University, and also the researcher of Research Institute of Ningbo Cixing Co. Ltd, PR, China.

Her research interests include deep learning, object detection/tracking and its application research in computer vision, image segmentation, generative adversarial network, diffusion model, VAR image generation algorithm and application research, medical image AI and other algorithms and their application research.

As the main complete person, she won the second prize of National Science and Technology Progress Award, the first prize of Science and Technology in Zhejiang Province, the second prize of Scientific and Technology Progress ( promotion ) of the Ministry of Education and other three national, provincial and ministerial scientific and technology achievements awards. She is a member of the China Computer Federation.

She has applied for and authorized more than 40 invention patents ( including more than 20 PCT international patents ), published more than 10 papers on IEEE Trans and CCF-A, and published more than 10 papers on the international top academic conference in the field of CCF-A Artificial Intelligence as the corresponding author / first author. She once guided students with the first instructor to win the special prize of Huawei Fatigue Driving Intelligent Recognition Competition in the 18th “ Challenge Cup “ National College Students’ Extracurricular Academic and Technological Works Competition in 2023. This is the third special prize in the history of the school, the first special prize in the “ Challenge Cup “ special competition project, the second prize in the “ Challenge Cup “ and “ Internet+ “ College Students’ Innovation and Entrepreneurship Competition in Zhejiang Province, the silver prize in China’s Internet+ National Competition, the national first prize in the College Students’ Service Outsourcing Competition, and the national first prize in the Ruikang Robot Competition. Guide undergraduates to complete four “ New Talent Plan “ Projects in Zhejiang Province and three National College Students’ Innovation and Entrepreneurship Program Projects.