Bridging domains, building trust, and making AI useful.
PUBLICATION · WACV 2025
Reading beyond the training domain.
Stratified Domain Adaptation: A Progressive Self-Training Approach for Scene Text Recognition
A progressive self-training approach that addresses the synthetic-to-real domain gap in scene text recognition, achieving state-of-the-art performance on benchmark evaluations.
Kha Nhat Le, Hoang-Tuan Nguyen, Hung Tien Tran, Thanh Duc Ngo IEEE/CVF WACV 2025 · pp. 8990–9000
Conceptual illustration of domain adaptation. Not an experimental result.
01 / INTELLIGENT TRANSPORTATION⌁
Learning to move a city.
SUMO-based microscopic traffic simulation for Ho Chi Minh City, combining OpenStreetMap roads with bus, car, and motorbike demand. Research on adaptive reinforcement learning for scalable traffic control under uncertainty.
Reinforcement learningSUMO
VINUNIVERSITY · CAIR 2026 — Present
02 / MULTIMODAL AI⊞
Vision and language, in Vietnamese.
Fine-tuned Qwen2.5-VL and InternVL3 for expense management, merchant validation, and text extraction. Applied DPO and MPO during adaptation and led two collaborators on Vietnamese-language data collection and filtering.
Vision–language modelsDPO / MPO
MOMO VL 2025 — 2026
03 / BIOMETRIC SECURITY◎
Building trust in every face.
Developed four AI modules for passive liveness detection with screen-generated color sequences, targeting photo spoofing, 3D masks, deepfakes, and injection attacks. Contributed to MoMo Face Authentication achieving iBeta Level 2 certification.
Anti-spoofingeKYC
FLASHMARK · MOMO 2024 — 2026
04 / AGENTIC SYSTEMS↗
Agents that turn intent into action.
Developing an LLM-powered multi-agent workforce that combines tool use and workflow automation for business applications.
LLM agentsTool use
AGNTIC.AI 2026 — Present
05 / OPEN-SOURCE COMPUTER VISION⊞
Estimating hand pose from RGB images.
A top-down 2D hand-pose pipeline combining an SSD hand detector with a Stacked Hourglass Network. Includes FreiHAND training and evaluation, plus a real-time single-hand camera demo.
A content-based image retrieval project using Faiss for indexing and similarity search. Compares VGG16, ResNet50, local binary patterns, and RGB histograms, with retrieval evaluation and a Streamlit demo.
LLM-powered multi-agent workforce, tool integration, and workflow automation for business applications.
May 2026 — PresentRESEARCH
Research Assistant · VinUniversity, CAIR
Adaptive reinforcement learning for scalable traffic control under uncertainty. Built a Ho Chi Minh City traffic simulation, developed the bus demand pipeline, automated fixed-time traffic signals, calibrated car and bus parameters, and stabilized sublane motorbike behavior.
Supervisor: Dr. Duc Thinh Pham
Aug 2024 — Apr 2026INDUSTRY
AI Research Engineer · MoMo (M_Service)
Applied multimodal research and biometric security through MoMo VL and Flashmark eKYC. Managed two collaborators for Vietnamese-language data work and four collaborators for real-user and spoofing data collection.
Excellent Contribution Award · 2025
Apr 2024 — Jul 2024RESIDENCY
AI Resident · Viettel AI
Viettel Digital Talent 2024. Developed an approach to non-intrusive speech quality assessment (NISQA) by integrating CMGAN speech enhancement.
Feb 2023 — Jul 2024RESEARCH
Undergraduate Researcher · CORE Lab, UIT
Led StrDA as first author, from methodology and experimental evaluation to manuscript preparation. Published at WACV 2025 (CORE A).
Supervisor: Dr. Thanh Duc Ngo
Jun 2023 — Aug 2023TRAINING
AI Bootcamp Trainee · Cinnamon AI
Built a 3D motion-capture system using E²FGVI video inpainting and FrankMocap pose estimation to align a mannequin with the scene.
03 — EDUCATION
A foundation in curiosity.
NOV 2020 — MAY 2024
University of Information Technology
VNU-HCM · B.S. Computer Science Honors Program
3.87 / 4.00CGPA1st / 110Faculty rank
UNDERGRADUATE THESIS · 9.9 / 10Gradual Domain Adaptation in Scene Text Recognition
Supervised by Dr. Thanh Duc Ngo
AUG 2025 · RESEARCH TRAINING
12th Vietnam Summer School of Science
Rencontres du Vietnam. Selected for interdisciplinary training in research methodology, academic integrity, critical thinking, and publishing. Led a Science-A-Thon team presenting on science, technology, and human resource development.
SEP 2017 — MAY 2020
Le Quy Don High School for the Gifted
Da Nang · Physics specialization. Grade 12 GPA: 9.6/10, first in class. First Prize in the Provincial Physics Competition (2020) and Second Prize in the Provincial Science and Engineering Fair (2019).
04 — TOOLKIT & RECOGNITION
The tools. The milestones.
ML & multimodal
PyTorch · TensorFlow · scikit-learn · Hugging Face
LLM inference
vLLM · SGLang · NVIDIA Triton Inference Server
Infrastructure & prototyping
AWS · Docker · Gradio · ComfyUI
Simulation
SUMO
Languages
Vietnamese: Native · English: IELTS 6.5
Recognition & service
Academic Excellence ScholarshipsUIT · Five awards, each covering 100% of semester tuition
Excellent Contribution AwardMoMo · Recognized by the CEO, 2025
Conference ReviewerNeurIPS 2026
Five-Good Student AwardUIT · University level, 2021
Leadership: Class Chapter Secretary, Ho Chi Minh Communist Youth Union at UIT; Executive Committee Member, Green Season Journalism Club at Le Quy Don High School for the Gifted.
05 — LET’S CONNECT
Good ideas start with a conversation.
For research collaborations and AI engineering opportunities.