Résumé
Education
- B.Sc. in Mathematics and Computer Science, University of Science, Ho Chi Minh City (HCMUS), VIETNAM, 2013
- M.Sc. in Computer Science, Tokyo University of Agriculture and Technology (TUAT), Tokyo, JAPAN, 2017
- Ph.D. in Computer Science, TUAT, Tokyo, JAPAN, 2020
Awards
- 2011~2012, the short-term scholarship for foreign students by JASSO.
- 2012~2013, the scholarship for students under the National program for the development of Mathematics by Vietnamese Government (VIASM).
- 2013, the best undergraduate thesis of HCMUS-Math&CS for
Gesture recognition in cooking video based on image features and motion features using Bayesian network classifier - 2014~2020, the scholarship for foreign students by Japan Government (MEXT).
- 2017, the International Association of Pattern Recognition Best Paper Award of HIP2017 for
Attempts to recognize anomalously deformed Kana in Japanese historical documents - 2018, the short-term scholarship for abroad internship by GIR, TUAT (Oct.~Dec.).
- 2019, the Jinmoncom Excellent Paper Award for
Segmenting Text in Japanese Historical Document Images using Convolutional Neural Networks
Work experience
- 2020 Apr. ~ present: Assistant Professor
- Institute of Global Innovation Research, TUAT
- Duties included: Doing research on handwriting analysis using Deep Neural Networks for mental and physical situation monitoring.
- Supervisor: Prof. Masaki Nakagawa
- 2014 Feb. ~ Aug.: iOS Developer
- Membership Management and Japan Castle Travelling Apps
- Duties included: Develop and Deploy apps for customers in German and Japan.
- Supervisor: Dr. Thao and Prof. Ida
- 2013 Oct. ~ 2014 Sep.: Teaching Assistant
- Faculty of Mathematics and Computer Sciences, HCMUS
- Duties included: Guiding students for practicing programming on Datastructure&Algorithms, Discrete Mathematics, Java,
- Supervisor: Dr. Pham The Bao
Projects
Skills
| Research skills | ||
| Large-scale Data collection | 🔵🔵🔵🔵🔵 | |
| Data processing & analysis | 🔵🔵🔵🔵⚪️ | |
| Report/Paper writing | 🔵🔵🔵⚪️⚪️ | |
| Paper reviewing | 🔵🔵🔵🔵⚪️ | |
| Critical thinking | 🔵🔵🔵🔵⚪️ | |
| Hard skills | ||
| C/C++ & Python | 10 years | |
| CUDA & GPU servers | >5 years | |
| Git/Svn | >5 years | |
| Tensorflow/PyTorch/Chainer | ~5 years | |
| Docker/AWS/Azure | ~5 years | |
| Soft skills | ||
| Collaboration | 🔵🔵🔵🔵🔵 | |
| Communication & Presentation | 🔵🔵🔵🔵⚪️ | |
| Planning & Scheduling | 🔵🔵🔵🔵⚪️ | |
| Language skills | ||
| English | 🔵🔵🔵🔵⚪️ (Advanced) | |
| Japanese | 🔵🔵🔵⚪️⚪️ (Intermediate) | |
| Vietnamese | 🔵🔵🔵🔵🔵 (Native) |
Publications
Online Trajectory Recovery from Offline Handwritten Japanese Kanji characters of Multiple Strokes
Hung Nguyen, Cuong Nguyen, Tsubasa Nakamura, Masaki Nakagawa, "Online Trajectory Recovery from Offline Handwritten Japanese Kanji characters of Multiple Strokes." In: Proceedings of the 2020 International Conference on Pattern Recognition (ICPR), 2021.
Classifying the Kinematics of Fast Pen Strokes in Children with ADHD using Different Machine Learning Models
Nadir Faci, Hung Nguyen, Patricia Laniel, Gauthier Bruno, Miriam Beauchamp, Masaki Nakagawa, Réjean Plamondon, "Classifying the Kinematics of Fast Pen Strokes in Children with ADHD using Different Machine Learning Models." The Lognormality Principle and Its Applications in e-Security, e-Learning and e-Health, 2021.
CNN based spatial classification features for clustering offline handwritten mathematical expressions
Cuong Nguyen, Vu Khuong, Hung Nguyen, Masaki Nakagawa, "CNN based spatial classification features for clustering offline handwritten mathematical expressions." Pattern Recognition Letters, 2020.
Online trajectory recovery for improving offline handwritten Japanese kanji character recognition
Hung Nguyen, Tsubasa Nakamura, Cuong Nguyen, Masaki Nakagawa, "Online trajectory recovery for improving offline handwritten Japanese kanji character recognition." IEICE Technical Report, 2020.
An End-to-End Recognition System for Unconstrained Vietnamese Handwriting
Anh Le, Hung Nguyen, Masaki Nakagawa, "An End-to-End Recognition System for Unconstrained Vietnamese Handwriting." SN Computer Science, 2020.
Strategy and Tools for Collecting and Annotating Handwritten Descriptive Answers for Developing Automatic and Semi-Automatic Marking - An Initial Effort to Math
Huy Ung, Minh Phan, Hung Nguyen, Masaki Nakagawa, "Strategy and Tools for Collecting and Annotating Handwritten Descriptive Answers for Developing Automatic and Semi-Automatic Marking - An Initial Effort to Math." In: Proceedings of the 2019 International Conference on Document Analysis and Recognition Workshops (ICDARW), 2019.
Text-independent writer identification using convolutional neural network
Hung Nguyen, Cuong Nguyen, Takeya Ino, Bipin Indurkhya, Masaki Nakagawa, "Text-independent writer identification using convolutional neural network." Pattern Recognition Letters, 2019.
Segmenting Text in Japanese Historical Document Images using Convolutional Neural Networks
Hung Nguyen, Cuong Nguyen, Asanobu Kitamoto, Masaki Nakagawa, "Segmenting Text in Japanese Historical Document Images using Convolutional Neural Networks." Jinmoncom Technical Report, 2019.
Robust and real-time stroke order evaluation using incremental stroke context for learners to write Kanji characters correctly
Cuong Nguyen, Hung Nguyen, Kazuhiro Mita, Masaki Nakagawa, "Robust and real-time stroke order evaluation using incremental stroke context for learners to write Kanji characters correctly." Pattern Recognition Letters, 2019.
Recognizing Unconstrained Vietnamese Handwriting By Attention Based Encoder Decoder Model
Anh Le, Hung Nguyen, Masaki Nakagawa, "Recognizing Unconstrained Vietnamese Handwriting By Attention Based Encoder Decoder Model." In: Proceedings of the 2018 International Conference on Advanced Computing and Applications (ACOMP), 2018.
Online Japanese Handwriting Recognizers using Recurrent Neural Networks
Hung Nguyen, Cuong Nguyen, Masaki Nakagawa, "Online Japanese Handwriting Recognizers using Recurrent Neural Networks." In: Proceedings of the 16th International Conference on Frontiers in Handwriting Recognition (ICFHR), 2018.
ICFHR 2018 – Competition on Vietnamese Online Handwritten Text Recognition using HANDS-VNOnDB (VOHTR2018)
Hung Nguyen, Cuong Nguyen, Masaki Nakagawa, "ICFHR 2018 – Competition on Vietnamese Online Handwritten Text Recognition using HANDS-VNOnDB (VOHTR2018)." In: Proceedings of the 16th International Conference on Frontiers in Handwriting Recognition, 2018.
A database of unconstrained Vietnamese online handwriting and recognition experiments by recurrent neural networks
Hung Nguyen, Cuong Nguyen, Pham Bao, Masaki Nakagawa, "A database of unconstrained Vietnamese online handwriting and recognition experiments by recurrent neural networks." Pattern Recognition, 2018.
Text-Independent Writer Identification using Convolutional Neural Networks
Cuong Nguyen, Takeya Ino, Hung Nguyen, Masaki Nakagawa, "Text-Independent Writer Identification using Convolutional Neural Networks." IEICE Technical Report, 2017.
Attempts to recognize anomalously deformed Kana in Japanese historical documents
Hung Nguyen, Nam Ly, Kha Nguyen, Cuong Nguyen, Masaki Nakagawa, "Attempts to recognize anomalously deformed Kana in Japanese historical documents." In: Proceedings of the 4th International Workshop on Historical Document Imaging and Processing - HIP2017, 2017.
Preparation of an unconstrained Vietnamese online handwriting database and recognition experiments by recurrent neural networks
Hung Nguyen, Cuong Nguyen, Pham Bao, Masaki Nakagawa, "Preparation of an unconstrained Vietnamese online handwriting database and recognition experiments by recurrent neural networks." In: Proceedings of International Conference on Frontiers in Handwriting Recognition, ICFHR, 2016.
Preparation of an unconstrained Vietnamese online handwriting database and recognition experiments by BLSTM
Hung Nguyen, Cuong Nguyen, Pham Bao, Masaki Nakagawa, "Preparation of an unconstrained Vietnamese online handwriting database and recognition experiments by BLSTM." IEICE Technical Report, 2016.
Gesture recognition in cooking video based on image features and motion features using Bayesian network classifier
Nguyen Hung, Pham Bao, Jin Kim, "Gesture recognition in cooking video based on image features and motion features using Bayesian network classifier." Emerging Trends in Image Processing, Computer Vision and Pattern Recognition, 2015.
A Vietnamese Online Handwriting Database
Hung Nguyen, Cuong Nguyen, Pham Bao, Masaki Nakagawa, "A Vietnamese Online Handwriting Database." In: Proceedings of the 2015 Fourth ICT International Student Project Conference, 2015.
Identification of Bacillus species using support vector machine and codon pair relative frequency
Tran Anh, Pham Bao, Nguyen Hung, "Identification of Bacillus species using support vector machine and codon pair relative frequency." In: Proceedings of the 8th International Conference on Ubiquitous Information Management and Communication, ICUIMC 2014, 2014.
Gesture recognition in cooking video based on image features and motion features using Bayesian Network classifier
Nguyen Hung, Nguyen Binh, Pham Bao, Jin Kim, "Gesture recognition in cooking video based on image features and motion features using Bayesian Network classifier." In: Proceedings of the 2014 International Conference on Image Processing, Computer Vision and Pattern Recognition, 2014.