Research
Research interest: Computer Vision, Machine Learning/Deep Learning and its applications.
Feel free to contact me, if you are interested in pursuing a Masters of Engineering or Doctor of Engineering exploring research related to the above topics.
-- Current Projects --
Holistic Moving Target Defence for Autonomous Driving Perception
Role : co-PICollaborators: NTU2023 - 2025, AI Singapore Grand Challenge in Robust AILEARN: Language automated Evaluation by generating Answers / Questions from caRtooNs
Role : co-PICollaborators: NIE, ConveGenius2023 - 2025, AI Singapore Grand Challenge in Education Funding SchemeRecognizing Temporal State Changes of Spatial Objects Over Time in Videos for Digital Assistants in Everyday Living
Role : co-PICollaborators: NVIDIA2022 - 2026[C.43, C.44, B.4]Real-time Risk Assessment Assistance for Cooperative Mode (ReRac) using V2X for Vehicles & Pedestrian in Urban Conditions
Role : co-PICollaborators: University of Glasgow Singapore, MooVita Pte. Ltd., SMRT Frontiers Pte. Ltd. 2021-2023, LTA UMGC Grant-- Past Projects --
Improving Operational Processes with Video Analytics
Role : co-PICollaborators: Hitachi2020-2021, SIT SEED Grant[C.38, C.41, J.5]
Machine Learning-mediated immediacy for Synchronous Communication in Online Classrooms
Role : co-PI2020-2022, MOE Tertiary Research Fund (TRF) Grant[C.34, C.37, J.6]
Computational Thinking Quest
Role : co-PIcoLEAD funding, DiCE module[C.31]
Virtual lab-based evaluation of mobility environment to improve first/last mile connections
Role : co-PICollaborators: LTA 03/2019-03/2022, LTA GrantMachine Learning for classification of defects in Integrated Circuits
Role : co-PICollaborators: Infineon2020-2022, SIT Ignition Grant[C.32, C.42, article]
Online Financial Tool for Holistic Evaluation of Innovation Project
Role : co-PI2019-2021, SIT SALT Grant[C.33, C.39]
Video Analytics for Crowd Estimation in Train and Passenger Boarding
Role : PICollaborators: LTA, SBST02/2018 - 01/2019, SGD8600[C.27, C.29, C.30]
Video and Sensor Based Hybrid Technology for an Intelligent Parking Management System
Role: co-PICollaborators: Kenetics Pte Ltd.12/2016 - 06/2018, SGD94,000, SIT Ignition GrantFace Detection, Tracking and Masking for Privacy Protection in Video Surveillance
Role: PICollaborators: ST Electronics (Infocomm)02/2016 - 11/2017, SGD 93,500, SIT Ignition Grant, R-MNR-E103-A015Heel Raise Measurement Device for Plantarflexion Physiotherapy
Role: PICollaborators: KWSH11/2015 - 08/2017, SGD 95,400, SIT Ignition Grant, R-MNR-E103-A008Real time Automated Analysis of Soccer Videos
Role: PI - subsequently became collaborator Collaborators: Singapore Sports Institute09/2014 - 09/2018, SGD198,0003D Shape Analysis for Quantification, Classification and Retrieval
PhD Thesis[C.11, C.12, C.13, C.14, C.16, C.17, C.18, C.19, B.1, B.2, J.1, J.2, J.3, J.4][Website: https://homes.cs.washington.edu/~shapiro/Multimedia/cranio.html https://homes.cs.washington.edu/~shapiro/Multimedia/
-- Student Projects --
Singapore Institute of Technology (SIT)
AY2022/2023 B.Eng Aircraft Systems Engineering, Singapore Institute of Technology
Koh Shien Kai, Digitization of Torque Wrench Traceability Records
AY2021/2022 B.Eng Aircraft Systems Engineering, Singapore Institute of Technology
Kishore, Investigative Study on Utilizing Tobii Eye Tracker in the Aerospace MRO Industry
AY2020/2021 B.Eng Aircraft Systems Engineering, Singapore Institute of Technology
Chua Sok Teng, Image analysis to detect assembly errors in a turbofan engine
AY2019/2020 B.Sc (Hons) Computing Science, University of Glasgow (Co-supervision)
Jeremy Yang, Multimodal Emotion Tracking in Smart Learning Space
Radin Ayuwandira Binte Radin Amirmuminin, Smart Classroom: Engagement Tracking using Deep Learning
Heng Hester: Smart Campus: Student Behavioral Analysis using Computer Vision
AY2018/2019 B.Sc (Hons) Computing Science, University of Glasgow
Sng Bee Ting, Deep Learning for Heart Rate Variability Analysis
Lim Jun Xian, Ship Detection from Satellite Image
Y J Mohammed Rafi Noor, Detection/Prediction of Driver's Cognitive Distraction using Vehicle Sensor Data
Lur Tze Hsien, Video Analytics in Train Cabin using Deep Learning
AY2017/2018 B.Sc (Hons) Computing Science, University of Glasgow
Tan Ryan, Video Analytics for Crowd Estimation in Train and Passenger Boarding
Seah Chong Yee, Automated Image Descriptor
Lim Hui Wen Kirby, Mobile Application for Pill Recognition
AY2016/2017 B.Sc (Hons) Computing Science, University of Glasgow
R. Arul Nirai, Video Analytics for Automatic Face Detection, Tracking and Masking
Sit Soon Weng, Dementia Care: Patient Tracking Systems for Hospitals
AY2015/2016 B.Sc (Hons) Computing Science, University of Glasgow
Yeo Wei Jie, Leonard, Video Analytics for Automatic Detection and Recognition of Wheelchairs at Hospital Premises
Clinton Tay Wen Jie, Video Analytics for Automatic Wheelchairs Counting in A Hospital Bay
Chan Qi Zhao, Andrew, Analytics of Medical Sensor Data
AY2014/2015 B.Sc (Hons) Computing Science, University of Glasgow
Bang Er Quan, Car Plate Localization and Recognition from Video
Tan Li May, Car Plate Recognition from Image
Lim Loon Haw Winwin, Indoor navigation using QR Code input
Advanced Digital Science Center (ADSC)
Karthik Muthuswamy (NTU), Summer 2012, CVPRW 2013 paper
Mutasem Mattar (JUST), Summer 2013, technical disclosure
Alex K (LSU), Summer 2013, soccer video analysis: ball and player tracking
NTU 2014 ISP student Truong Huynh Quang Trung, : IPAD application development for Sports Video Analysis
-- Professional Activities --
IEEE Certified Software Development Professional (CSDP), 2014
IEEE Senior Member, 2021
IEEE Women in Engineering member
Organizing committee AI Summer Technology School 2021
Review Editor on the Editorial Board of Pattern Recognition (specialty section of Frontiers in Artificial Intelligence)
Reviewer for conferences: ICCV 2021, CVPR 2021, ICIP 2016, ChaLearn 2015, IROS 2015, ICIP 2015, ICME2015, WACV 2015, DICTA 2014, ICIP 2014, ICME2014, WACV2014, ICIP 2013, ICME 2013
Review for journals: JBI, MVA, CVIU, Pattern Recognition, Pattern Recognition Letters, Neurocomputing, IEEE Signal Processing Letters
Program Committee SITIS 2014
Technical Committee VSIP (International Conference on Video, Signal and Image Processing) 2019 , CCVT 2021