About Me

I was a research assistant at VinUni-Illinois Smart Health Center (VISHC), VinUniversity, supervised by Assist. Profs. Duy-Dung Le and Huy-Hieu Pham from VinUni and Prof. Minh Do from UIUC. Prior to VinUniversity, I worked as a research assistant from 2019 to 2021 in the University of Information Technology, Vietnam National University - Ho Chi Minh City under the guidance of Assoc. Prof. Duc-Lung Vu and achieved a Bachelor here in late 2020.

I am looking for a Ph.D. position in Computer Science starting in Fall 2023, working on Few-shot learning, Continual learning/OOD detection, and Bayesian optimization for computer vision problems.

Research interests

My research interests are Few-shot learning, vision transformer, Continual learning/OOD detection, and Bayesian optimization for computer vision problems (i.e. object detection, semantic/instance segmentation, object counting, anomalous object recognition) and can be extended for continual learning task. In particular, my research goal is aiming to develop computer vision algorithms that can be generalized/optimized with minimal training data or human supervision and effectively shifted into other domains out-of-distribution.

News

• Current: We are working toward a paper about few-shot classification at VISHC, VinUniversity. The preprint version is here.
• Jan, 2022: I start a new role as Research Assistant at VinUni-Illinois Smart Health Center (VISHC), VinUniversity.
• Dec, 2021: Our paper is accepted at the Indonesian Journal of Electrical Engineering and Computer Science (IJEECS).
• Oct, 2021: Our paper is accepted at the International Journal of Intelligent Engineering and Systems (IJIES).
• May, 2021: Our paper is accepted at the Journal of Advanced Computer Science and Applications (IJACSA).
• Dec, 2020: I graduate bachelor degree at the University of Information Technology, VNU-HCM.
• Sep, 2020: Our paper is accepted at the FDSE-2020 international conference.
• Jan, 2020: Our paper is accepted at the RIVF-2020 international conference.
• Jul, 2019: I become a Research assistant at University of Information Technology, VNU-HCM.

Publications

1. Quang-Huy Nguyen, Cuong Q. Nguyen, Dung D. Le, Hieu H. Pham, and Minh N. Do. Enhancing Few-shot Image Classification with Cosine Transformer. arXiv preprint arXiv:2211.06828., 2022.

2. Dinh-Duy Phan, Quang-Huy Nguyen, Thanh-Thien Nguyen, Hoang-Loc Tran, and Duc-Lung Vu. Joint inter-intra representation learning for pornographic video classification. Indonesian Journal of Electrical Engineering and Computer Science, 2022.

3. Dinh-Duy Phan, Thanh Thien Nguyen, Quang-Huy Nguyen, Hoang-Loc Tran, Khac-Ngoc-Khoi Nguyen, and Duc-Lung Vu. LSPD: A Large-Scale Pornographic Dataset for Detection and Classification. International Journal of Intelligent Engineering and Systems, 2021.

4. Dinh-Duy Phan, Thanh-Thien Nguyen, Quang-Huy Nguyen, Hoang-Loc Tran, Khac-Ngoc-Khoi Nguyen, and Duc-Lung Vu. A Novel Pornographic Visual Content Classifier based on Sensitive Object Detection. International Journal of Advanced Computer Science and Applications, 2021.

5. Hoang-Loc Tran, Quang-Huy Nguyen, Dinh-Duy Phan, Thanh-Thien Nguyen, Khac-Ngoc-Khoi Nguyen, and Duc-Lung Vu. Additional learning on object detection: A novel approach in pornography classification. In International Conference on Future Data and Security Engineering. Springer, 2020.

6. Quang-Huy Nguyen, Khac-Ngoc-Khoi Nguyen, Hoang-Loc Tran, Thanh-Thien Nguyen, Dinh-Duy Phan, and Duc-Lung Vu. Multi-level detector for pornographic content using CNN models. In 2020 RIVF international conference on computing and communication technologies (RIVF). IEEE, 2020.