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Minh Nhat Trinh holds a Bachelor's degree in Automation and Control Engineering (2017, excellent grade, top 1% graduation) and a Master's degree in Automation and Control Engineering (2021, very good grade) from the Hanoi University of Science and Technology (Vietnam). He has published 11 scientific articles, including 8 conference proceedings, 3 Q1 journal. He has received several honors and awards for academic achievements. He is currently a AI Research Fellowship at the Quantitative Bio-Imaging Lab, Centro de Ciências do Mar (CCMAR) under the supervision of Dr. Teresa Correia and Dr. Anna Kreshuk (EMBL), working as part of the EU-funded IMAGINE project focused on integrating new imaging technologies for studying biological specimens. His work involves developing deep learning-based image reconstruction, processing, and analysis software tools for modalities like lightsheet microscopy, optical projection tomography, X-ray, CT and MRI; with key goals of publishing research, presenting findings, deploying methods as plugins, and pursuing PhD funding in this interdisciplinary field combining AI and cutting-edge imaging for investigating biological structures. Keyword: Artificial Intelligence, Image Processing, Medical Imaging, Computer Vision, Signal Processing, Image Reconstruction.
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Identification

Personal identification

Full name
Minh Nhat Trinh

Citation names

  • Minh-Nhat, Trinh

Author identifiers

Ciência ID
1119-2A8A-5086
ORCID iD
0000-0002-4154-5256

Email addresses

  • ntminh@ualg.pt (Professional)
  • ntminh@ualg.pt (Personal)
  • minhnhattrinh312@gmail.com (Personal)

Telephones

Mobile phone
  • (+351) 920366496 (Professional)

Websites

Knowledge fields

  • Engineering and Technology - Electrotechnical Engineering, Electronics and Informatics - Automation and Control Systems
  • Engineering and Technology - Electrotechnical Engineering, Electronics and Informatics - Electrical and Electronic Engineering
  • Engineering and Technology - Electrotechnical Engineering, Electronics and Informatics - Robotics and Automatic Control

Languages

Language Speaking Reading Writing Listening Peer-review
Vietnamese (Mother tongue)
English Upper intermediate (B2) Proficiency (C2) Upper intermediate (B2) Upper intermediate (B2) Upper intermediate (B2)
Education
Degree Classification
2021/10/14 - 2023/12/15
Concluded
 Electrical Engineering (Master)
Major in Automation and Control Engineering
Hanoi University of Science and Technology, Vietnam
"Research on Application of Deep Learning approach in Multi-classes Segmentation for Medical Images" (THESIS/DISSERTATION)
 3.74/4.00 - 9.02/10.00 - Very good Grade
2017/08/18 - 2021/08/20
Concluded
 Electrical Engineering (Bachelor)
Major in Automation and Control Engineering
Hanoi University of Science and Technology, Vietnam
"Research on Application of Deep Learning in 3D Segmentation for Infant Brain from Magnetic Resonance Imaging" (THESIS/DISSERTATION)
 3.62/4.00 - 9.05/10.00 - Excellent Grade
Affiliation

Science

Category
Host institution 		Employer
2024/07/01 - Current Researcher (Research) Universidade do Algarve Centro de Ciências do Mar, Portugal
Universidade do Algarve Centro de Ciências do Mar, Portugal
2019/08/01 - 2024/03/01 Research Assistant (Research) Hanoi University of Science and Technology Department of Automatic Control, Vietnam
Hanoi University of Science and Technology, Vietnam
2022/07/01 - 2023/12/01 Research Assistant (Research) Vingroup Big Data Institute, Vietnam
Vingroup Big Data Institute, Vietnam
Projects

Grant

Designation Funders
2024/07/01 - Current IMAGINE
GA#101094250
Research Fellow
Universidade do Algarve Centro de Ciências do Mar, Portugal

European Molecular Biology Laboratory, Germany
European Molecular Biology Laboratory
Ongoing
2022/12/14 - 2023/12/14 (NAFOSTED) Research and develop Deep Learning models for Medical Image Segmentation
102.05-2021.34
Master Student Fellow
National Foundation for Science and Technology Development, Vietnam
 National Foundation for Science and Technology Development
Concluded
2021/08/01 - 2022/09/02 (VinIF) Postgraduate Scholarships Program for domestic Master and Doctoral training
VINIF. 2021.ThS.33
Master Student Fellow
Vingroup Innovation Foundation, Vietnam

Hanoi University of Science and Technology, Vietnam
Vingroup Innovation Foundation
Concluded
2018/01/01 - 2021/11/23 (NAFOSTED) Research and development of an active contour method based on level sets in segmentation and analysis of medical images
102.05-2018.302
Research Fellow
National Foundation for Science and Technology Development, Vietnam
 National Foundation for Science and Technology Development
Concluded
2021/01/01 - 2021/07/30 (HUST) Develop Medical Image Segmentation algorithms using Deep Learning techniques
T2021-PC-005
Master Student Fellow
Hanoi University of Science and Technology, Vietnam
 Hanoi University of Science and Technology
Concluded
2020/01/30 - 2020/06/30 (HUST) Develop algorithms for processing electrocardiographic signals
T2020-PC-017
Research Fellow
Hanoi University of Science and Technology, Vietnam
 Hanoi University of Science and Technology
Concluded

Contract

Designation Funders
2022/06/01 - 2023/10/30 VinGroup AI Engineer training program
Course 2, phase 2
Research Fellow
Vingroup Big Data Institute, Vietnam
 Vingroup Big Data Institute
Concluded
Outputs

Publications

Book chapter
  1. Nham, Do-Hai-Ninh; Trinh, Minh-Nhat; Pham, Van-Truong; Tran, Thi-Thao. "Tversky-Kahneman: A New Loss Function for Skin Lesion Image Segmentation". In Proceedings of International Conference on Data Science and Applications, 187-199. Singapore: Springer Nature Singapore, 2023.
    10.1007/978-981-19-6631-6_14
  2. Nguyen, N.-T.; Trinh, M.-N.; Tran, T.-T.; Pham, V.-T.. "Refining Skip Connections by Fusing Multi-scaled Context in Neural Network for Cardiac MR Image Segmentation". 47-57. 2021.
    10.1007/978-3-030-76620-7_4
Conference abstract
  1. Santinha, Joao; Minh-Nhat, Trinh; Correia, Teresa. "End-to-end AI assessment of myocardial viability: a deep learning and radiomics pipeline for reproducible and automated evaluation of myocardial infarction and microvascular obstruction". Paper presented in 20th European Molecular Imaging Meeting (EMIM). Annual meeting of the European Society for Molecular Imaging (ESMI), Bilbao, Spain (2025), 2025.
    Accepted
  2. Santinha, Joao; Minh-Nhat, Trinh; Correia, Teresa. "Combining deep learning and radiomics for a fully automated and reproducible assessment of myocardial viability". Paper presented in 33rd International Society for Magnetic Resonance in Medicine (ISMRM), Honolulu, Hawaii, USA (2025), 2025.
    Accepted
Conference paper
  1. Trinh, M.-N.; Pham, V.-T.; Tran, T.-T.. "A Deep Learning-Based Approach with Semi-supervised Level Set Loss for Infant Brain MRI Segmentation". 2023.
    10.1007/978-981-19-2840-6_41
  2. Minh-Nhat, Trinh; Nham, Do-Hai-Ninh; Pham, Van-Truong; Tran, Thi-Thao. "An Attention-PiDi-UNet and Focal Active Contour loss for Biomedical Image Segmentation". Paper presented in RIVF International Conference on Computing and Communication Technologies, 2022.
    Published • 10.1109/rivf55975.2022.10013852
  3. Nham, Do-Hai-Ninh; Nguyen, Viet-Dung; Minh-Nhat, Trinh; Pham, Van-Truong; Tran, Thi-Thao. Corresponding author: Minh-Nhat, Trinh. "A New LCFCN-based Approach for Weakly-Supervised Fish Segmentation". Paper presented in NAFOSTED Conference on Information and Computer Science, 2022.
    Published • 10.1109/nics56915.2022.10013406
  4. Minh-Nhat, Trinh; Nhu-Toan, Nguyen; Thi-Thao Tran; Van-Truong Pham. "A Semi-supervised Deep Learning-Based Approach with Multiphase Active Contour Loss for Left Ventricle Segmentation from CMR Images". Paper presented in International Conference on Sustainable Computing, 2022.
    Published • https://doi.org/10.1007/978-981-16-4538-9_2
  5. Trinh, M.-N.; Nguyen, N.-T.; Tran, T.-T.; Pham, V.-T.. "A Deep Learning-Based Approach with Image-Driven Active Contour Loss for Medical Image Segmentation". 2022.
    10.1007/978-981-16-5120-5_1
  6. Do-Hai-Ninh Nham; Minh-Nhat, Trinh; Tran, Tien-Thanh; Pham, Van-Truong; Tran, Thi-Thao. Corresponding author: Minh-Nhat, Trinh. "A modified FCN-based method for Left Ventricle endocardium and epicardium segmentation with new block modules". Paper presented in NAFOSTED Conference on Information and Computer Science, 2021.
    Published • 10.1109/nics54270.2021.9701571
Journal article
  1. Trinh, Minh-Nhat; Tran, Thi-Thao; Nham, Do-Hai-Ninh; Lo, Men-Tzung; Pham, Van-Truong. "GLAC-Unet: Global-Local Active Contour Loss with an Efficient U-Shaped Architecture for Multiclass Medical Image Segmentation". Journal of Imaging Informatics in Medicine (2025): https://doi.org/10.1007/s10278-025-01387-9.
    10.1007/s10278-025-01387-9
  2. Kien Xuan Ngo; Huong T Vu; Kenichi Umeda; Minh-Nhat Trinh; Noriyuki Kodera; Taro Uyeda. "Deciphering the actin structure-dependent preferential cooperative binding of cofilin". eLife (2024): https://doi.org/10.7554/eLife.95257.3.
    10.7554/eLife.95257.3
  3. Do-Hai-Ninh Nham; Minh-Nhat Trinh; Viet-Dung Nguyen; Van-Truong Pham; Thi-Thao Tran. "An EffcientNet-encoder U-Net Joint Residual Refinement Module with Tversky–Kahneman Baroni–Urbani–Buser loss for biomedical image Segmentation". Biomedical Signal Processing and Control (2023): https://doi.org/10.1016/j.bspc.2023.104631.
    10.1016/j.bspc.2023.104631
Activities

Event participation

Activity description
Type of event 		Event name
Institution / Organization
2025/02/25 - 2025/02/26 Collaborated in carrying out activities organized within the scope of the Open Days, which took place at the University of Algarve
Seminar
Centro de Estudos e Formação Avançada em Gestão e Economia - Pólo da Universidade do Algarve, Portugal

Ad Hoc journal article review

Journal title (ISSN) Publisher
2025/03/16 - 2025/03/16 Discover Artificial Intelligence (2731-0809) Cham: Springer
Distinctions

Award

2023 Third Prize in Science-a-thon of the 10th Vietnam Summer School of Science (10th VSSS'23)
The Vietnam School of Science, Vietnam
2022 Honda-YES Scholarship
Honda Global, Japan

Honda Vietnam, Vietnam
2021 VinIF Scholarship for domestic Master and Doctoral training
Vingroup Innovation Foundation, Vietnam
2021 Third Prize Scientific Research Student Award
Hanoi University of Science and Technology, Vietnam
2018 The AES Scholarship
Hanoi University of Science and Technology, Vietnam

AES Mong Duong Power Company Limited, Vietnam
2017 Consolation Prize of Vietnam Mathematics Olympiad
Vietnamese Ministry of Education and Training, Vietnam
2016 The Odon Vallet Scholarship
Vallet Foundation, Vietnam
2016 Third Prize in The International Tournament of Towns (ITOT) Math Contest
Vietnamese Ministry of Education and Training, Vietnam

Russian Ministry of Education and Training, Russia
2016 Third Prize of Vietnam Mathematics Olympiad
Vietnamese Ministry of Education and Training, Vietnam

Title

2023 Selected to participate in The 10th Vietnam Summer School of Science (10th VSSS'23)
The Vietnam School of Science, Vietnam
2022 Selected to participate in The Pre-PhD Summer School 2022
Vin University, Vietnam

Vingroup Big Data Institute, Vietnam