Projects per year
Personal profile
Personal profile
Professor Xiangjian (Sean) He received his PhD in Computer Science from the University of Technology Sydney in 1999. He is currently the Deputy Head of Computer Science School and the Director of Computer Vision and Intelligent Perception Laboratory at the University of Nottingham Ningbo China (UNNC).
He is a National Talent, and in list of the 'World Top 2% Scientists' reported by Stanford University in 2022, 2023, etc.
He was the Professor of Computer Science and the Leader of Computer Vision and Pattern Recognition Laboratory at the Global Big Data Technologies Centre (GBDTC) at the University of Technology Sydney (UTS) from 2011-2022. He was an IEEE Signal Processing Society Student Committee member. He was involved in a team receiving a UTS Chancellor's Award for Research Excellence through Collaboration in 2018. He has been awarded 'Internationally Registered Technology Specialist' by International Technology Institute (ITI). He led the UTS and Hong Kong Polytechnic University (PolyU) joint research project teams winning the 1st Runner-Up prize for the 2017 VIP Cup, and the champion for the 2019 VIP Cup, awarded by IEEE Signal Processing Society. In 2021, the team, PolyUTS, led by Prof Lam of PolyU and co-led by Prof He of UTS again won the 1st Runner-Up award for the 2021 VIP Cup.
He has been carrying out research mainly in the areas of computer vision, data analytics and machine learning in the previous years. He has recently been leading his research teams for deep-learning-based research for human behavious recognition, human counting and density estimation, tiny object detection, biomedical applications, saliency detection, natural language processing, cybersecurity, face and face expression recognition, road sign detection, license plate recognition, etc. He has played various chair roles in many international conferences such as ACM MM, MMM, ICDAR, IEEE BigDataSE, IEEE BigDataService, IEEE TrustCom, IEEE CIT, IEEE AVSS, IEEE ICPR and IEEE ICARCV.
He has received various competitive national or regional grants including five grants awarded by Australian Research Council (ARC) as a CI (Chief Investigator). Very recently, he, as a CI together with another Professor, has received an ARC-LP grant of AU$540,000 (+ AU$150,000 industry funding) for over three years from 2019-2022, and as a CI together with his colleagues in a research team, received two-million AU dollars of industry grants awarded by Cisco, SAS, Sydney Trains, NSW Transport, Data 61, RMCRC, etc.
In recent years, he has many high quality publications including ESI highly cited papers, papers in prestigious journals such as Journal of the Association for Information Science and Technology and ACM Computing Surveys, IEEE Transactions journals such as IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), IEEE Transactions on Industrial Informatics, IEEE Transactions on Dependable and Secure Computing, IEEE Transactions on Network Science and Engineering, IEEE Transactions on Mobile Computing, IEEE Transactions on Computers, IEEE Transactions on Parallel and Distributed Systems, IEEE Transactions on Multimedia, IEEE Transactions on Circuits and Systems for Video Technology, IEEE Transactions on Intelligent Transportation Systems, IEEE Transactions on Cloud Computing, IEEE Transactions on Reliability and IEEE Transactions on Consumer Electronics, and in Elsevier’s journals such as Pattern Recognition, Signal Processing, Automation in Construction, Information Sciences, Neurocomputing, Future Generation Computer Systems, Computer Networks, Computer and System Sciences, and Network and Computer Applications. He has also had papers published in premier international conferences and workshops such as AAAI, ACL, IJCAI, CVPR, ECCV, ACM MM, ICDAR, WACV, etc.
He has presented invited keynote speeches in 12 international conferences since 2016.
He has recently been involved in editing for various international journals such as IEEE Transactions on Intelligent Transportation Systems, Journal of Computer Networks and Computer Applications (Elsevier), Future Generation Computer Systems (Elsevier), and Signal Processing (Elsevier). He has been an Advisor of HKIE Transactions, and he is currently an Associate Editor of Springer-Nature Computer Science Journal and the journal of Human-centric Computing and Information Sciences.
He has successfully supervised several postdoctoral research fellows and 18 PhD students to completion as a Principal Supervisor since 2016.
Since 1991, he has also been an academic, a visiting professor, an adjunct professor, a postdoctoral researcher or a senior researcher in various universities/institutions including Xiamen University, China, Shanghai Jiaotong University, China, University of New England, Australia, University of Georgia, USA, Electronic and Telecommunication Research Institute (ETRI) of Korea, University of Aizu, Japan, Hongkong Polytechnic University, and Macau University.
Research Interests
Computer Vision, Machine Learning, Data Analytics, Bio-medical Applications
Teaching
Postdoctoral Fellows who I have supervised as principal supervisor:
Dr Huaifeng Zhang, Senior Officer, Australian Taxation Office
Dr Wenjing Jia, Associate Professor, University of Technology Sydney
Dr Min Xu, Professor, University of Technology Sydney
Dr Zhiyuan Tan, Associate Professor, Edinburgh Napier University
PhD graduates under my principal supervision since 2016:
Dr Zhanzhong Gu, Automatic Quantitative Stroke Severity Assessment from Chinese Electronic Health Records based on Advanced Large Language Models, 2024 (under my principal supervision until I Joined UNNC in May 2022)
Dr Jiachen Kang, Exploiting and Transferring Generalizable Knowledge for 2D/3D Object Recognition, 2024 (under my principal supervision until I Joined UNNC in May 2022)
Dr Abeer Alalmaie, Zero Trust with Guaranteed Accuracy Architecture Implementation for Intrusion Detection Systems, 2024 (under my principal supervision until I Joined UNNC in May 2022)
Dr Nazar Waheed, Security and Privacy Issues in the End-user Systems, 2024 (nder my principal supervision until I Joined UNNC in May 2022)
Dr Ye Huang, Context-aware Image Semantic Segmentation, 2022
Dr Chengpei Xu, Arbitrary-shape Scene Text Detection and Its Application for Educational Resource Navigation, 2022
Dr Yuanfang Zhang, Low Light Image Enhancement and Saliency Object Detection, 2022
Dr Saeed Amirgholipour, Convolutional Neural Network for Accurate Crowd Counting and Density, 2021
Dr Yue Xi, Small Object Detection and Recognition using Context and Representation Learning, 2021
Dr Xiaochen Fan, Mobile Edge Computing: From Task Load Balancing to Real-World Mobile Sensing Applications, 2021
Dr Farhan Mohammed, Adopting Machine Learning Technology for the Classification of Parkinson’s Disease, 2020
Dr Qingqing Wang, Deep Learning-Based Text Detection and Recognition, 2020
Dr M. Dai, Research on Object Tracking Technology for Orderless and Blurred Movement under Complex Scenes, 2020
Dr Ming Liu, Scalable Processing Methods for Host-based Intrusion Detection System, 2019
Dr Muhammad Usman, Enhancing the quality of video streaming over unreliable wireless networks, 2019
Dr Khaled Aldebei, Multi-Author Document Decomposition Based on Authorship, 2018
Dr Chang Liu, Searchable Symmetric Encryption: Attacks, Constructions and Extensions, 2018
Dr Zheng Zhou, Recognising and Describing Human Activities in a Still Image, 2018
Dr Ying Wan, The Concept of Evolutionary Computing for Robust Surgical Endoscope Tracking and Navigation, 2017
Dr Thawatchai Chomsiri, Tree Rule Firewall, 2017
Dr Minqi Li, Bayesian Nonparametric Modeling and Its Applications, 2016
Dr Man Wong, Mass Detection and False Positive Reduction in Mammographic Images, 2016
PhD graduates under my principal supervision up to 2016:
Qiang Wu (under the name of Prof. Tom Hintz as principal supervisor), Priyadarsi Nanda, Wejing Jia, Lihong Zheng, Zhiyuan Tan, Aruna Jamdagni, Muhammad Abul Hasan, Chao Zeng, Yan (Jade) Chen, Ruo Du, Tat-Seng Chua, Mohammed A. Ambusaidi, Damith J Mudugamuwa, Tich Phuoc Tran, et al.
Education/Academic qualification
Master, Fuzhou University
PhD, University of Technology Sydney
Bachelor, Xiamen University
Disciplines
- Computer Science and Engineering
- Cyberspace Security
- Biomedical Engineering
Person Types
- Staff
Fingerprint
Collaborations and top research areas from the last five years
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Measurement effect testing of diverticulum area in Med-FAUNet model
He, X. (PI)
1/02/24 → 1/02/26
Project: Contract Projects › Horizontal-Contract Projects out of Zhejiang Province
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Med-FAUNet Model for Ultrasound Image Segmentation
He, X. (PI)
Project: Contract Projects › Horizontal-Contract Projects out of Zhejiang Province
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Automatic quantitative stroke severity assessment based on Chinese clinical named entity recognition with domain-adaptive pre-trained large language model
Gu, Z., He, X., Yu, P., Jia, W., Yang, X., Peng, G., Hu, P., Chen, S., Chen, H. & Lin, Y., Apr 2024, In: Artificial Intelligence in Medicine. 150, 102822.Research output: Journal Publication › Article › peer-review
Open Access1 Citation (Scopus) -
CARD: Semantic Segmentation with Efficient Class-Aware Regularized Decoder
Huang, Y., Kang, D., Chen, L., Jia, W., He, X., Duan, L., Zhe, X. & Bao, L., 2024, In: IEEE Transactions on Circuits and Systems for Video Technology. 34, 10, p. 9024-9038 15 p.Research output: Journal Publication › Article › peer-review
Open Access -
Deep Learning for Retina Structural Biomarker Classification Using OCT Images
Xu, C., Zheng, H., Liu, K., Chen, Y., Ye, C., Niu, C., Jin, S., Li, Y., Gao, H., Hu, J., Zou, Y. & He, X., 2024, International Workshop on Advanced Imaging Technology, IWAIT 2024. Nakajima, M., Lau, P. Y., Kim, J.-G., Kubo, H., Chang, C.-Y. & Kemao, Q. (eds.). SPIE, 131643C. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 13164).Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review
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Multi-Modality Semi-Supervised Learning for Ophthalmic Biomarkers Detection
Chen, Y., Niu, C., Ye, C., Jin, S., Li, Y., Xu, C., Liu, K., Gao, H., Hu, J., Zou, Y., Zheng, H. & He, X., 2024, International Workshop on Advanced Imaging Technology, IWAIT 2024. Nakajima, M., Lau, P. Y., Kim, J.-G., Kubo, H., Chang, C.-Y. & Kemao, Q. (eds.). SPIE, 1316433. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 13164).Research output: Chapter in Book/Conference proceeding › Conference contribution › peer-review
1 Citation (Scopus) -
Point Clouds Are Specialized Images: A Knowledge Transfer Approach for 3D Understanding
Kang, J., Jia, W., He, X. & Lam, K. M., 2024, (Accepted/In press) In: IEEE Transactions on Multimedia. p. 1-11 11 p.Research output: Journal Publication › Article › peer-review
Open Access