Towards a Robust Wi-Fi-based Fall Detection System with Adversarial Data Augmentation
Tuan-Duy Nguyen, Huu-Nghia H. Nguyen (2020). "Towards a Robust Wi-Fi-based Fall Detection System with Adversarial Data Augmentation" CISS 2020. 1(1).
CV
Education
- B.S. in Computer Science, University of Science, VNU-HCM, 2017-2021
Work experience
- October 2021 - Present: AI Research Resident
- FPT Software
- Working on research problems in equivariant models and neural ordinary differential equations.
- Summer 2021: Applied Scientist Intern
- VinBrain
- Improved the object detection model mAP@0.5 score over two times from a pretrained model when tested on a custom version of the Open Images v6 dataset.
- Summer 2020: Research Intern
- LSIR, École Polytechnique Fédérale de Lausanne (EPFL)
- Supervisor: Thang Chi Duong
- Winter 2019: Research Assistant
- University of Science, VNU-HCM
- Duties included: Extracting forking pattern from the Software Heritage Dataset
- Supervisor: Dr. Vu Nguyen
Publications
Recognizing Families through Images with Pretrained Encoder
Nguyen et al. (2020). "Recognizing Families through Images with Pretrained Encoder." FG 2020. 1(2).
Improving Neural Ordinary Differential Equations with Nesterov’s Accelerated Gradient Method
Nguyen et al. (2022). "Improving Neural Ordinary Differential Equations with Nesterov’s Accelerated Gradient Method." NeurIPS 2022. 1(2).
Achievements:
- 4th prize in Vietnam National Olympiad for Undergraduates in Informatics (2019)
- 2nd place in University of Science VNU-HCM Olympiad in Informatics (2019)
- ICPC Vietnam National Round Qualifier (2019)
- Participant of Vietnam Summer School of Science (VSSS) ‘07 (2019): Among 161 participants chosen from 1760 applicants nationwide.
- 3rd prize in VSSS Science Hackathon (2019): Created metrics for our mini-research about love for science.
- 4th prize Creative Idea Contest (CIC) (2019): Top 6 out of 200 teams.
- Top 6 in Generation Unlimited Youth Challenge by UNICEF and Saigon Innovation Hub (2018): Top 6 (equal standings) out of 100 applicants.
- Advanced Program in Computer Science Scholarship (2018): Top 3 out of 92 students.
- Silver medalist in Ho Chi Minh City English Competition for Specialized Students (2017)
- Gold medalist in Physics in the Southern Vietnamese Regional Olympiad (2016)