B.Sc.(Eng), M.Sc., Ph.D., FHEA
Senior Lecturer
- About
-
- Email Address
- dewei.yi@abdn.ac.uk
- School/Department
- School of Natural and Computing Sciences
Biography
Prospective PhD students and academic visitors interested in Computer Vision, AI-enabled Healthcare, Hybrid Intelligent Systems and Robotics, Applied Machine Learning, Intelligent Vehicles, Medical Image Processing, Personalised Systems (e.g., healthcare and wellbeing), Vision-based Semantic Understanding, Remote Sensing, Precision agriculture, etc. are encouraged to contact me by email with your full CV. You will receive both high-level and in-depth technical guidance for high-quality research including prestigious journal publications.
Dr Dewei Yi is now Senior Lecturer (associate professor), School of NCS, at University of Aberdeen (UoA), U.K. He received a PhD degree in the Department of Aeronautical and Automotive Engineering, Loughborough University, U.K. in 2018. He was awarded School Research Student Development Fund in 2017; From Jul/2019 to Jan/2020, Dr Yi worked as a research fellow of Warwick Manufacturing Group at University of Warwick.
He has published about 40+ high-quality research papers including IEEE Transactions (10+), Transportation Research Part C: Emerging Technology(TRC), Computer Networks. He has also established a stable collaboration with several universities and institutes such as University of Warwick, Loughborough University, Aberystwyth University, NIAB-EMR, CABI, and AVL Powertrain Ltd.
He also served as a Track co-chair for IEEE 96th Vehicular Technology Conference (VTC2022) and a guest editor of Electronics Journal. In addition, he also serves research community actively as a reviewer for several international journals, such as IEEE-TIE, IEEE-TVT, IEEE-TITS, TRC, and Accident Analysis and Prevention, and top conferences, such as IJCAI, ITS, and ICUAS. He is an Outstanding Reviewer for TRC;
Research experiences
2023/08 - now: Senior Lecturer (Associate Professor), Department of Computing Science, University of Aberdeen, U.K.
2020/04 - 2023/07: Lecturer (Assistant Professor), Department of Computing Science, University of Aberdeen, U.K.
Qualifications
- Fellow of HEA2023 - AdvanceHE
Internal Memberships
Director of MSc AI Programme
Director of MSc Robotics and AI Programme (in CS)Latest Publications
Polar Contrast Attention and Skip Cross-channel Aggregation for Efficient Learning in U-Net
Computers in Biology and Medicine, vol. 181, 109047Contributions to Journals: ArticlesNear-Infrared Forearm Vascular Width Calculation Using Radius Estimation of Tangent Circle
Bioengineering, vol. 11, no. 8, 801Contributions to Journals: ArticlesAccelerate Training of Personalised Multi-Task Federated Learning
Contributions to Conferences: PapersNear-infrared Forearm Vascular Width Calculation Using Ra-dius Estimation of Tangent Circle
BioengineeringContributions to Journals: ArticlesCoordinate-Aware Mask R-CNN with Group Normalization: A Underwater Marine Animal Instance Segmentation Framework
Neurocomputing, vol. 583, 127488Contributions to Journals: Articles
- Research
-
Research Overview
- AI-enabled Healthcare
- Embedded AI in Healthcare
- Hybrid Intelligent Systems and Robotics
- Applied Machine Learning
- Generalised AI
- Intelligent Vehicles
- Personalised Advanced Driver Assistance Systems (ADAS)
- Vision-based Semantic Understanding
- Remote Sensing
- Precision Agriculture
Research Areas
Accepting PhDs
I am currently accepting PhDs in Computing Science.
Please get in touch if you would like to discuss your research ideas further.
Supervision
My current supervision areas are: Computing Science.
I have many PhD students working on AI, Computer Vision, and Machine Learning based projects, including brain-inspired machine learning, medical image processing, fairness in machine learning, explainable AI, personalised federated learning, knowledge graph, and natural language generation for driving safety.
My graduated PhDs:
Dr Debinal Bakyavathi Rajan
Dr Sami Hamid Al Sulaimani
Dr Adinath Abhimanyu Ghadage
Supervisees
- MISS YIREN LI
- MR INIAKPOKEIKIYE THOMPSON
- MR ZHUOEN LU
- MR MOHAMMED LAWAL
- MS VALERIJA HOLOMJOVA
Funding and Grants
- PI (Aberdeen), Smartawl 5.0, Fisheries Innovation & Sustainability (FIS), £408K, April 2023 – September 2024.
- Co-PI (CS), Achieving Self-directed Integrated Cancer Aftercare (ASICA) In Melanoma: Developing And Enhancing The Intervention Using Evidence From The Pilot Study And Emergent Technologies, Cancer Research UK (CRUK), £422K .
- Co-PI (CS), The Personalised healthy ageing: AI-based approach to predicting changes in self-perception and the relationship to cognitive decline, UKRI BBSRC, £103K .
- PI (Aberdeen), Smartawl 4.0, Fisheries Innovation & Sustainability (FIS), £157K, October 2021 – March 2022.
- PI, Individual Facial Biological Age Estimate for Healthy Ageing (SF10206-57), Internal Funding to Pump-Prime Interdisciplinary Research and Impact, University of Aberdeen, 6,322.18 GBP, June 2021 - July 2021.
- Co-PI (CS), ASICA USA Pilot, CONVERGE award, $10,000, May 2023 – March 2024.
- Co-PI (CS), A pilot study to assess international potential for ASICA, Knowledge Exchange and Commercialisation (KEC) Award , £8,000.
- Teaching
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Teaching Responsibilities
CS5060: Foundation of Artificial Intelligence
CS5062: Machine Learning
CS502K: Symbolic AI
CS5917: Project in Artificial Intelligence
CS5097: Introduction to Programming (Sep)
CS5097, CS5098: Database Systems and Big Data
CS551T: Project in Artificial Intelligence
CS551M: MEng Project
CS551N: Introduction to Programming (Jan)
CS4594: Single Honours Erasmus Computing Project
CS4525, CS4529: Single Honours Computing Project
CS3028: Principles of Software Engineering
CS3528: Software Engineering and Professional Practice
- Publications
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Page 1 of 1 Results 1 to 40 of 40
Polar Contrast Attention and Skip Cross-channel Aggregation for Efficient Learning in U-Net
Computers in Biology and Medicine, vol. 181, 109047Contributions to Journals: ArticlesNear-Infrared Forearm Vascular Width Calculation Using Radius Estimation of Tangent Circle
Bioengineering, vol. 11, no. 8, 801Contributions to Journals: ArticlesAccelerate Training of Personalised Multi-Task Federated Learning
Contributions to Conferences: PapersNear-infrared Forearm Vascular Width Calculation Using Ra-dius Estimation of Tangent Circle
BioengineeringContributions to Journals: ArticlesCoordinate-Aware Mask R-CNN with Group Normalization: A Underwater Marine Animal Instance Segmentation Framework
Neurocomputing, vol. 583, 127488Contributions to Journals: ArticlesRobust distance measurement using illumination map estimation and MAHNet in underground coal mines
Measurement Science and Technology, vol. 35, no. 8, 086013Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1088/1361-6501/ad25e0
Enhanced Affinity Propagation Clustering on Heterogeneous Information Network
Chapters in Books, Reports and Conference Proceedings: Conference ProceedingsReal-time Semantic Segmentation of Solar Photovoltaic Arrays for Autonomous UAV Flights
Contributions to Conferences: PapersCompound Scaling Encoder-Decoder (CoSED) Network for Diabetic Retinopathy Related Bio-marker Detection
IEEE journal of biomedical and health informatics, vol. 28, no. 4, pp. 1959 - 1970Contributions to Journals: ArticlesTemporal properties of self-prioritization
Entropy, vol. 26, no. 3, 242Contributions to Journals: ArticlesSmartphone-based extendable telematic data collection app
Software Impacts, vol. 19, 100601Contributions to Journals: ArticlesLabel-free Medical Image Quality Evaluation by Semantics-aware Contrastive Learning in IoMT
IEEE journal of biomedical and health informatics, vol. PP, pp. 1-10Contributions to Journals: ArticlesLLEDA—Lifelong Self-Supervised Domain Adaptation
Knowledge-Based Systems, vol. 279, 110959Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1016/j.knosys.2023.110959
- [OPEN ACCESS] http://aura.abdn.ac.uk/bitstream/2164/21633/1/Leontidis_KBS_2023.pdf
- [ONLINE] View publication in Scopus
MFANet: Mixed Feature Attention Network for Port Lane Detection
Chapters in Books, Reports and Conference Proceedings: Conference Proceedings- [ONLINE] DOI: https://doi.org/10.23919/CCC58697.2023.10240831
- [ONLINE] View publication in Scopus
A Deep Learning Approach to Self-prioritization Processing
Contributions to Conferences: PapersDomain-adapted driving scene understanding with uncertainty-aware and diversified generative adversarial networks
CAAI Transactions on Intelligence TechnologyContributions to Journals: ArticlesMulti-stage Bias Mitigation for Individual Fairness in Algorithmic Decisions
Chapters in Books, Reports and Conference Proceedings: Conference Proceedings- [ONLINE] DOI: https://doi.org/10.1007/978-3-031-20650-4_4
- [OPEN ACCESS] http://aura.abdn.ac.uk/bitstream/2164/22764/1/Ghadage_etal_ANNPR_Multi_Stage_Bias_AAM.pdf
- [ONLINE] View publication in Scopus
- [ONLINE] Link to Conference
Improving Synthetic to Realistic Semantic Segmentation with Parallel Generative Ensembles for Autonomous Urban Driving
IEEE Transactions on Cognitive and Developmental Systems, vol. 14, no. 4, pp. 1496-1506Contributions to Journals: ArticlesSmartrawl “Eye”: a vision-based technique for fish detection and species identification
MASTS Annual Science Meeting 2022Contributions to Conferences: AbstractsFine-grained RNN with Transfer Learning for Energy Consumption Estimation on EVs
IEEE Transactions on Industrial Informatics, vol. 18, no. 11, pp. 8182-8190Contributions to Journals: ArticlesA Survey on Imitation Learning Techniques for End-to-End Autonomous Vehicles
IEEE Transactions on Intelligent Transportation Systems, vol. 23, no. 9, pp. 14128-14147Contributions to Journals: ArticlesSynthetic to Realistic Imbalanced Domain Adaption for Urban Scene Perception
IEEE Transactions on Industrial Informatics, vol. 18, no. 5, pp. 3248 - 3255Contributions to Journals: ArticlesNeural Connectivity Underlying Reward and Emotion-Related Processing: Evidence From a Large-Scale Network Analysis
Frontiers in Systems Neuroscience, vol. 16, 833625Contributions to Journals: ArticlesCooperative Multiagent Attentional Communication for Large-Scale Task Space
Wireless Communications and Mobile Computing, vol. 2022, 4401653Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1155/2022/4401653
- [OPEN ACCESS] http://aura.abdn.ac.uk/bitstream/2164/17831/1/Zou_etal_WCMC_Cooperative_multi_agent_attentional_AAM.pdf
- [OPEN ACCESS] http://aura.abdn.ac.uk/bitstream/2164/17831/3/Zou_etal_Cooperative_multiagent_task_VOR.pdf
- [ONLINE] View publication in Scopus
Spectral analysis and mapping of blackgrass weed by leveraging machine learning and UAV multispectral imagery
Computers and Electronics in Agriculture, vol. 192, 106621Contributions to Journals: ArticlesDeep Ensembles for Semantic Segmentation on Road Detection
Chapters in Books, Reports and Conference Proceedings: Conference ProceedingsApplication of a Brain-Inspired Deep Imitation Learning Algorithm in Autonomous Driving
Software Impacts, vol. 10, 100165Contributions to Journals: ArticlesProbabilistic Faster R-CNN with Stochastic Region Proposing: Towards Object Detection and Recognition in Remote Sensing Imagery
Neurocomputing, vol. 459, pp. 290-301Contributions to Journals: ArticlesAerial Visual Perception in Smart Farming: Field Study of Wheat Yellow Rust Monitoring
IEEE Transactions on Industrial Informatics, vol. 17, no. 3, pp. 2242-2249Contributions to Journals: ArticlesImplicit Personalization in Driving Assistance: State-of-the-Art and Open Issues
IEEE Transactions on Intelligent Vehicles, vol. 5, no. 3, pp. 397-413Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1109/tiv.2019.2960935
- [ONLINE] Warwick University repository
- [ONLINE] View publication in Scopus
Blockchain technology in current agricultural systems: From Techniques to Applications
IEEE Access, vol. 8, pp. 143920-143937Contributions to Journals: ArticlesA machine learning based personalized system for driving state recognition
Transportation Research Part C: Emerging Technologies, vol. 105, pp. 241-261Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1016/j.trc.2019.05.042
- [ONLINE] Loughborough University repository
Trajectory Clustering Aided Personalized Driver Intention Prediction for Intelligent Vehicles
IEEE Transactions on Industrial Informatics, vol. 15, no. 6, pp. 3693-3702Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1109/TII.2018.2890141
- [ONLINE] Loughborough University repository
Locust Recognition and Detection via Aggregate Channel Features
Chapters in Books, Reports and Conference Proceedings: Conference ProceedingsNew Driver Workload Prediction Using Clustering-Aided Approaches
IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 49, no. 1, pp. 64-70Contributions to Journals: Articles- [ONLINE] DOI: https://doi.org/10.1109/TSMC.2018.2871416
- [ONLINE] Loughborough University repository
Personalized Driver Workload Inference by Learning From Vehicle Related Measurements
IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 49, no. 1, pp. 159-168Contributions to Journals: ArticlesDimension Reduction Aided Hyperspectral Image Classification with a Small-sized Training Dataset: Experimental Comparisons
Sensors, vol. 17, no. 12, 2726Contributions to Journals: ArticlesHEER: A delay-aware and energy-efficient routing protocol for wireless sensor networks
Computer Networks, vol. 104, pp. 155-173Contributions to Journals: ArticlesData-Driven Situation Awareness Algorithm for Vehicle Lane Change
Chapters in Books, Reports and Conference Proceedings: Conference Proceedings- [ONLINE] DOI: https://doi.org/10.1109/ITSC.2016.7795677
- [ONLINE] Loughborough University repository
Remotely Controlled Vacuum Cleaning Robot Implementing Point to Point Cleaning Artificial Intelligent Action
Contributions to Conferences: Papers