Welcome to my webpage
About Me
I am currently a Professor in the School of Computer Science at Northwestern Polytechnical University (NWPU). Before I joined NWPU, I had been the head of data security unit of cybersecurity cluster in Institute for Infocomm Research, A*STAR, Singapore and also a senior research scientist in National Univeristy of Singapore. I obtained my Ph.D. degree (bachelor-straight-to-doctorate) in Computer Science from National University of Singapore with full research scholarship, under the supervision of Prof. Roger Zimmermann and B.Eng. degree in Computer Science with Honers (top 1%) from NWPU.
My Chinese web: https://teacher.nwpu.edu.cn/izhangying
Email: izhangyingATnwpuDOTeduDOTcn
[Opening] I am looking for self-motivated students (1 PhD and 3 Master per year) and junior talents (1 postdoc) at the School of Computer Science at NWPU. Our team also recruits t other junior/senior to join.
Research Interests
Deep Learning, Multimedia Intelligence, Human-AI Collaboration and Interaction, Edge Intelligence,
News
[UbiComp2025] A full paper about Human-Agent Collaborative Art System has been accepted to UbiComp 2025, Congraduations!
[IJCAI 2025] A full paper about LLM-empowered video editing has been accepted to IJCAI 2025, Congraduations!
[Call for paper] We are organizing The 22nd IEEE International Conference on Ubiquitous Intelligence and Computing (UIC 2025) in Canada. Submissions are welcome!
[ICME 2025] A full paper about mult-task knowledge distillation has been accepted to ICME 2025, Congraduations!
[ACM TOIS 2025] A full paper about dialogue system has been accepted to ACM Transactions on Information Systems , Congraduations!
[ICASSP 2025] A full paper about mult-task learning has been accepted to ICASSP 2025, Congraduations!
[AAAI 2025] A full paper about layout generation is just accepted to AAAI 2025. Congraduations!
[IEEE UIC 2024] I was invited as a guest speaker at the Forum: Smart Women, Smart World, in part of the 2024 IEEE Smart World Congress, Fiji, Dec 2024
[AIoTSys, Sep 2024] I was invited for a talk "towards LLM-empowered diaogue system" at AIoTSys 2024, Hangzhou, China.
[ACM MM 2024, July 2024] Two full papers about Spatial data analysis have just accepted to ACM MM 2024 (CCF-A Conference). Congraduations!
[FCS, June 2024] A full paper about Video LLM-enpowered Dialogue Systems is just accepted to FCS (Q1 Journal). Congraduations!
[ECML PKDD 2024] A full paper about LLM-enpowered Dialogue Systems is just accepted to ECML PKDD 2024. Congraduations!
[Call for workshop proposal] We are organizing The 21st IEEE International Conference on Ubiquitous Intelligence and Computing (UIC 2024) in Fiji. Now we are calling for workshop proposals. Deadline due: June 15, 2024
[ACM TSAS, IPM] Two papers about human mobility predictability has been accepted to ACM TSAS and IPM. Congradulations!
I gave a talk "Computation and Art: Frontier Exploration and Practice" on the 3rd conference on smart products through life design in Sep, 2023.
[CVEU 2023 ] A demo paper about aesthestics-awared vlog editing is presented at ICCV Workshop/CVEU 2023, Paris, France.
[ACM MM 2023] A paper about cross-domain knowledge transfer and a demo paper about layout generation are accepted to 2023 ACM Multimedia, Congratulations!
[CHHC 2023] We have successfully organized a session on CHHC 2023 with Shanghai Jiaotong University on the "AI + ART". Thanks for the talk and panel sharing from Prof Zheng Zhang from Tsinghua University, Linyun Sun from Zhejing University, Ke Xue from Shanghai Jiaotong Univerisity and Haiyang Xin from CocoRobo and Zhicheng Zhang from Alibaba.
[Call for paper] We are organizing IEEE 6th International Conference on Multimedia Information Processing and Retrieval (MIPR 2023) from Aug 30- Sep 1, 2023 in Singapore. Welcome submission for both main track and demo track. Deadline for main track: May 02, 2023. Deadline for demo: May 18, 2023.
[Call for paper] We are organizing the 2023 1st International Conference on Artificial Intelligence of Things and Systems from Oct 19-22, 2023 in Xi'an, China and welcome submissions from both academic and industry community.
[IEEE ICME 2023] An industry paper about geo-spatial data processing is accepted to 2023 IEEE International Conference on Multimedia and Expo. Congratulations!
[ACM ICMR 2023] Two papers (oral long paper, acceptance rate =14.9% (32/215) ) about lightweight multi-task learning are accepted to 2023 ACM International Conference on Multimedia Retrieval. Congratulations!
[ACM CHI 2023] One extended abstract is accepted to 2023 ACM CHI Conference on Human Factors in Computing Systems. Congratulations!
[WWW 2023 TempWeb] One paper is accepted to the13th Temporal Web Analytics Workshop in conjunction with The Web Conference 2023 . Congratulations!
I was invited for a talk at YOCSEF seminar in March, 2023.
I was invited for a talk at Huawei-01 Innovation Seminar at December, 2022.
I was invited for a talk at CCF Xi‘an Future Star Seminar at November, 2022.
Selected Publications (Full List)
* corresponding author, #equal contribution
Book Chapter
Zhang, Ying, et.al., "Towards an Enhanced and Lightweight Face Authentication System" in "Cutting Edge Applications of Computational Intelligence Tools and Techniques", Springer, December 2023.
Conference/Journals
Shuming Hu, Na Wang, Kaixing Zhao, Yao Jing, Ying Zhang, Zhu Wang, Bin Guo, and Zhiwen Yu. Masterpiece Creation: An AI-Powered Robotic Calligraphy Creation System, The 2025 ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp 2025), October 14-16, 2025, Espoo, Finlan., CCF-A
Yuqi Zhang, Bin Guo, Nuo Li, Ying Zhang, Shijie Wang, Zhiwen Yu, and Qing Li. Tree-of-AdEditor: Heuristic Tree Reasoning for Automated Video Advertisement Editing with Large Language Model, The 34th International Joint Conference on Artificial Intelligence (IJCAI 2025), August 16-22, 2025, Montreal, Canada., CCF-A
Tiancong Cheng, Ying Zhang, et.al., JointDistill: Adaptive Multi-Task Distillation for Joint Depth Estimation and Scene Segmentation, IEEE International Conference on Multimedia & Expo (ICME 2025) , June 30 -July 4, 2025, Nantes, France, 2025 CCF-B
Hao Wang, Bin Guo, Yating Zeng, Mengqi Chen, Yasan Ding, Ying Zhang, Lina Yao, and Zhiwen Yu. Enabling Harmonious Human-Machine Interaction with Visual-Context Augmented Dialogue System: A Review. ACM Transactions on Information Systems, 2025. To appear, CCF-A
Tiancong Cheng, Ying Zhang, Rajiv Ratn Shah, Roger Zimmermann, Zhiwen Yu, and Bin Guo. Layer-Wise Competitive Multi-Task Learning, The 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2025), April 6-11, 2025, Hyderabad, India. CCF-B
Qiuyun Zhang, Bin Guo, Lina Yao, Xiaotian Qiao, Ying Zhang, and Zhiwen Yu. CollageNoter: Real-time and Adaptive Collage Layout Design for Screenshot-based E-Note-taking, The 39th Annual AAAI Conference on Artificial Intelligence (AAAI 2025), Pennsylvania, USA, 2025, CCF-A
Siru Zhong, Xixuan Hao, Yibo Yan, Ying Zhang, Yangqiu Song, Yuxuan Liang, Urbancross: Enhancing satellite image-text retrieval with cross-domain adaptation, Proceedings of the 32nd ACM International Conference on Multimedia (ACM MM 2024), Australia,Oct 28 - Nov 1, 2024, CCF-A
Y Xie, Y Zhang, Y Yin, S Zhang, Y Zhang, R Shah, R Zimmermann, G Xiao, Traj2Former: A Local Context-aware Snapshot and Sequential Dual Fusion Transformer for Trajectory Classification,Proceedings of the 32nd ACM International Conference on Multimedia (ACM MM 2024), 2024, CCF-A
K Li, Z Yu, J Xi, Y Zhang, B Guo, Predictive Model of Cultural Product Search Interest Based on Collective Memory Hawkes Process, 11th International Conference on Behavioural and Social Computing, Harbin, China, 2024. 🏆 Best Paper Runner Up Award!
Ying Zhang, et.al., Predictability in Human Mobility: From Individual to Collective (Vision Paper), ACM Transactions on on Spatial Algorithms and Systems, 2024.
En Xu, Zhiwen Yu, Ying Zhang, et.al., "Limits of Predictability in Top-N Recommendation ", Information Processing and Management, 2024, SCI-1, IF: 8.6
Cascade Context-oriented Spatio-temporal Attention Network for Efficient and Fine-grained Video-grounded Dialogues, Frontiers of Computer Science, 2024, CCF-B
H Wang, B,Guo, Y Zhang, etal, "Memory-enhanced Emotional Support Conversations with Motivation-driven Strategy Inference", ECML PKDD, Vilnius, 2024, CCF-B
Q Zhang, B,Guo, Y Zhang, etal, "Design Graph Guided Element Importance-aware Layout generation with Multi-modality Cascade Transformer", AAAI, 2024, CCF-A.
Y Zhang, Y Yin, Y Zhang, Z Liu, Z Wang, R Zimmermann, "Prototypical Cross-domain Knowledge Transfer for Cervical Dysplasia Visual Inspection", ACM Multimedia, 2023, CCF-A.
T Cheng, Y Zhang*, Y Yin, R Zimmermann, Z Yu, B Guo, A Multi-Teacher Assisted Knowledge Distillation Approach for Enhanced Face Image Authentication, The ACM International Conference on Multimedia Retrieval (ACM ICMR 2023), Thessaloniki, Greece, 2023, CCF-B
Y Zhang, et.al., FaceLivePlus: A Unified System for Face Liveness Detection and Face Verification, The ACM International Conference on Multimedia Retrieval (ACM ICMR 2023), Thessaloniki, Greece, 2023, CCF-B
Zhang, Ying, Yonit Zall, Ronen Nissim, and Roger Zimmermann. "Evaluation of a new dataset for visual detection of cervical precancerous lesions." Expert Systems with Applications 190 (2022): 116048. SCI-1, IF: 6.954
Y Zhang, Y Yin, Y Zhang*, R Zimmermann, Mix-up self-supervised learning for contrast-agnostic applications, IEEE International Conference on Multimedia and Expo, Taipei, Taiwan, 2022, CCF-B
J HU, C Wang, Y Zhang*, L Liu, Y Yin, R Zimmermann, Parallel Edge-Image Learning for Image Inpainting, IEEE International Conference on Multimedia and Expo, Taipei, Taiwan, 2022, CCF-B
Zhang, Ying, Yifang Yin, Zhenguang Liu, and Roger Zimmermann. "A spatial regulated patch-wise approach for cervical dysplasia diagnosis." In Proceedings of the AAAI Conference on Artificial Intelligence, vol. 35, no. 1, pp. 733-740. 2021. , CCF-A
Yin Yifang, Ying Zhang*, Zhenguang Liu, Yuxuan Liang, Sheng Wang, Rajiv Ratn Shah, and Roger Zimmermann. "Learning Multi-context Aware Location Representations from Large-scale Geotagged Images." In Proceedings of the 29th ACM International Conference on Multimedia, pp. 899-907. 2021. CCF-A
Yin Yifang#, Ying Zhang#, Zhenguang Liu, Sheng Wang, Rajiv Ratn Shah, and Roger Zimmermann. "GPS2Vec: Pre-trained Semantic Embeddings for Worldwide GPS Coordinates." IEEE Transactions on Multimedia 24 (2021): 890-903. , SCI-1 , IF: 8.182
Yin, Yifang, Harsh Shrivastava, Ying Zhang, Zhenguang Liu, Rajiv Ratn Shah, and Roger Zimmermann. "Enhanced audio tagging via multi-to single-modal teacher-student mutual learning." In Proceedings of the AAAI Conference on Artificial Intelligence, vol. 35, no. 12, pp. 10709-10717. 2021. CCF-A
Zhang, Ying, and Roger Zimmermann. "Efficient summarization from multiple georeferenced user-generated videos." IEEE Transactions on Multimedia 18, no. 3 (2016): 418-431. , SCI-1 , IF: 8.182
Zhang, Ying, Luming Zhang, and Roger Zimmermann. "Aesthetics-guided summarization from multiple user generated videos." ACM Transactions on Multimedia Computing, Communications, and Applications (ACM TOMM) 11, no. 2 (2015): 1-23. , CCF-B , IF: 4.094
Zhang, Ying, Roger Zimmermann, Luming Zhang, and David A. Shamma. "Points of interest detection from multiple sensor-rich videos in geo-space." In Proceedings of the 22nd ACM international conference on Multimedia (ACM MM), pp. 861-864. 2014. CCF-A
Zhang, Luming, Rongrong Ji, Yingjie Xia, Ying Zhang, and Xuelong Li. "Learning a probabilistic topology discovering model for scene categorization." IEEE transactions on neural networks and learning systems 26, no. 8 (2014): 1622-1634. SCI-1 , IF: 14.255
Zhang Ying, Jonathan Goh, Lei Lei Win, and Vrizlynn LL Thing. "Image region forgery detection: A deep learning approach." SG-CRC 2016 (2016): 1-11. Citation>200
Zheng Lilei, Ying Zhang*, and Vrizlynn LL Thing. "A survey on image tampering and its detection in real-world photos." Journal of Visual Communication and Image Representation 58 (2019): 380-399. Citation>100
Zhang, Ying, Rohit Kumar Dubey, Guang Hua, and Vrizlynn LL Thing. "Face spoofing video detection using spatio-temporal statistical binary pattern." In TENCON 2018-2018 IEEE Region 10 Conference, pp. 0309-0314. IEEE, 2018. 🏆 Best paper award!
Hua, Guang, Ying Zhang*, Jonathan Goh, and Vrizlynn LL Thing. "Audio authentication by exploring the absolute-error-map of ENF signals." IEEE Transactions on Information Forensics and Security 11, no. 5 (2016): 1003-1016. CCF-A, IF: 7.231
Zhang Ying, Yu-Ling Hsueh, Wang-Chien Lee, and Yi-Hao Jhang. "Efficient cache-supported path planning on roads." IEEE Transactions on Knowledge and Data Engineering 28, no. 4 (2015): 951-964. , CCF-A , IF: 9.235
Yin, Yifang, Abhinav Sunderrajan, Xiaocheng Huang, Jagannadan Varadarajan, Guanfeng Wang, Dhruva Sahrawat, Ying Zhang, Roger Zimmermann, and See-Kiong Ng. "Multi-scale graph convolutional network for intersection detection from gps trajectories." In Proceedings of the 3rd ACM SIGSPATIAL International Workshop on AI for Geographic Knowledge Discovery, pp. 36-39. 2019. 🏆 Best paper award!
Yin, Yifang, An Tran, Ying Zhang, Wenmiao Hu, Guanfeng Wang, Jagannadan Varadarajan, Roger Zimmermann, and See-Kiong Ng. "Multimodal Fusion of Satellite Images and Crowdsourced GPS Traces for Robust Road Attribute Detection." In Proceedings of the 29th International Conference on Advances in Geographic Information Systems, pp. 107-116. 2021. 🏆 Best paper candidate!
Recent Professional Activities (selected)
Associate Editor: Frontier of Computer Science
Conference Chair: AIoTSys 2023 Program Chair (Outstanding Contribution Award), IEEE MIPR 2023 Demo Chair, AIoTSys 2024 Program Co-Chair, IEEE UIC 2024 Workshop Chair (Distingushed Leadership Award)
Technical Program Committee: AAAI 2024/2025/2026, IJCAI 2022/2023/2024/2025, ACM MM, ICME 2023/2024/2025, ICASSP2023/2024/2025, AsiaCCS, BigMM, ICASSP 2023/2024/2025, ICMR 2024, IJCNN 2025, AAAI-26 SAPP
Journal Reviewer: IEEE TMM, IEEE TKDE, IEEE TIFS, IEEE Cybernetics, IEEE TDSC, ACM TOMM, ISA Transactions, Pattern Recognition, IEEE Network Maganize 2024
Member of ACM, IEEE, IEEE Computer Society and CCF
Supervision/Co-supervision
PhD students
Tiancong Cheng (co-supervised with Prof. Zhiwen Yu): Edge Intelligence,ICME 2025; IEEE ICASSP 2025; ACM ICMR 2023 ; CCF Chinasoft 2022; Recipient of Excellent Undergraduate Graduation Project (Thesis)
Qiuyun Zhang (co-supervised with Prof. Bin Guo) : Human-Agent Interaction in Art, Oversea internship@UNSW, Australia, AAAI 2025, ACM CHI 2023, ACM MM 2023
Yuqi Zhang (co-supervised with Prof. Bin Guo): Human-Agent Interaction in Art , Oversea Internship@CityU ,HK; IJCAI 2025, CVEU 2023
Shuming Hu (co-supervised with Prof. Zhiwen Yu): Human-Agent Interaction in Art , UbiComp 2025
Graduated students
Hao Wang (co-supervised with Prof. Bin Guo): Human-Agent Interaction. Now with Xi'an Jiaotong University. ACM TOIS 2025, PKDD 2024, FCS 2024.
Ke Li (co-supervised with Prof. Zhiwen Yu): Human Behavior Analytics, Now with Nanjing Bank. BESC 2024 (Best student paper runner-up), PCC 2022, WWW TempWeb 2023
Lixin Huang (co-supervised with Prof. Zhiwen Yu): Human Behavior Analytics, Now with Baidu.
Teaching
AI Computing System, Spring 2024/2025
U10M12009.01 : Computer Networks (English), Fall 2022/2023/2024/2025
Frontiers of AI and its Applications (English), International Summer School, Summer 2022