List of Topics
We have explorations on following research directions :
- Deep Learning Theory: meta-learning, domain adaptation, generalization, neural tangent kernel
- Machine Learning Applications: people detection and tracking, OCR, document summary, text generalization
- Reinforcement Learning: multi-task RL, multi-agent, distributional RL
- Others: Transformer-based models, Graph Representation Learning
Ongoing Thesis Topics
The list of undergraduated thesis topics of this semester :
- Apply wasserstein distance for improving policy gradient in navigation-based reinforcement learning
- A study of generalization of meta-learning
- Neural tangent kernel for deep equilibrim models
- Learning Tabular data with transformer-based models
- Vietnamese handwritten recognition with transformer
- Transformer models as the universal embedding for mix-type input data
- Seismic facies classification with unet model
- Unnormal behaviour detection from crowds, a domain adaptation-based approach
Projects
The list of participated projects :
- AI-based application for 3D-model restoration of Vietnamese and Korean cultural heritage (2021-2024).
Funded by: Bilateral funded by Vietnam (MOST) and Korea (MSICT). Role: Main Investigator
- AI-based system for integrating geophysics data and and detecting petroleum-potential (2020-2021).
Funded by: Vietnam (MOST). Role: Main Investigator
- Methods for improving Deeep CNN-Based Image Steganography (2020-2021).
Funded by: VNU University of Engineering and Technology. Role: Principal Investigator
- Research and development of application for counseling students in university using artificial intelligence (2017-2019).
Funded by: Vietnamese Ministry of Education and Training. Role: Main Investigator
- Analytical methods of satellite image processing for air pollution estimation in Vietnam (2013-2014).
Funded by: Asia Research Center, Vietnam National University Hanoi. Role: Main Investigator
- Recognition and Analysis of user context from multi-source data for Ambient Intelligent systems (2012-2015).
Funded by: National Foundation for Science & Technology Development. Role: Main Investigator
Others :
- Developing a realtime feed suggestion system based on social graph features (2019-2020). Gapo social network
Thesis topics of 2020-2021
- Improve social-based product recommendations with transformer layers
- Multi-agents learning with counter factual: A study in the case of long horizon sparse rewards
- Weakly segmentation
- Seismic data restoration with cycle-GAN
- Han-nom OCR detecion based on differential binarization
Thesis topics of 2019-2020
- Improve deeplearning-based image steganography with auxilary objectives
- Fast OCR detection with lightweight network