Book chapter2026
Ensemble-Based Transfer Learning Approach for Brain Tumor Segmentation from MRI Images
A. F. M. Minhazur Rahman, Md Ali Hossain
Machine Learning for Healthcare Informatics
Assistant Professor · RUET, Bangladesh
A. F. M. Minhazur Rahman
Deep learning researcher working on computer vision — medical image segmentation, classification, and trustworthy AI.
Department of Computer Science & Engineering, Rajshahi University of Engineering & Technology (RUET), Bangladesh
Computer VisionMultimodal LearningMedical AITrustworthy AIAI for Software EngineeringNatural Language Processing
About
I am a Computer Science and Engineering (CSE) graduate from Rajshahi University of Engineering & Technology (RUET), Bangladesh, where I earned a Bachelor of Science degree with first-class honors, ranking first in my class. I earned a Master of Science degree in CSE at RUET, where my thesis involved deep learning-based image segmentation for medical image analysis. Currently, I serve as an Assistant Professor at the same institution.
My research focuses on deep learning, particularly in computer vision tasks, including segmentation and classification. I am passionate about contributing to advances in computer vision, a field that I believe will significantly shape the future.
News
- 2025Appointed Focal Point for the Bangla Machine Translator module testing under the EBLICT project (Bangladesh Computer Council).
- 2025Completed MSc in CSE at RUET with a 4.00/4.00 CGPA — thesis on deep learning analysis of abnormalities in MRI images.
- 2024Promoted to Assistant Professor, Department of CSE, RUET.
Research output
Selected publications
Journal article2026
Cross-Sensor Bushfire Detection Using Supervised Domain Adaptation
Md. Farhan Shakib, Md. Shahid Uz Zaman, Md. Al Mamun, Md. Nahiduzzaman, Muhammad E. H. Chowdhury, Md. Azmain Yakin Srizon, A. F. M. Minhazur Rahman
IEEE Access
Conference paper42023
Attention-refined U-Net with Skip Connections for Effective Brain Tumor Segmentation from MRI Images
A. F. M. Minhazur Rahman, Md. Ali Hossain
2023 26th International Conference on Computer and Information Technology (ICCIT)
Background
Education & appointments
Education
Master of Science · Computer Science & Engineering (CSE)
2025Rajshahi University of Engineering & Technology (RUET), Rajshahi, Bangladesh
CGPA 4.00/4.00
Thesis
An Effective Deep Learning Approach for Analysis of Abnormalities in MRI Images
Supervised by Dr. Md. Ali Hossain, Professor, CSE, RUET
Bachelor of Science · Computer Science & Engineering (CSE)
2021Rajshahi University of Engineering & Technology (RUET), Rajshahi, Bangladesh
CGPA 3.89/4.00Department Position: 1st
Thesis
Hyperspectral Image Classification Using Factor Analysis and Convolutional Neural Networks
Supervised by Dr. Boshir Ahmed, Professor, CSE, RUET
Appointments
Rajshahi University of Engineering & Technology
Rajshahi, Bangladesh- Assistant Professor, Department of Computer Science & Engineering September 2024 – Present
- Lecturer, Department of Computer Science & Engineering December 2021 – September 2024
- Supervised 24 undergraduate students in their theses on deep learning, computer vision, and image analysis, providing guidance on research methodologies and project execution
- Courses taught: Data Mining, Algorithm Analysis & Design, Applied Statistics, Technical Writing & Presentation, Operating Systems, Parallel & Distributed Systems
North Bengal International University
Rajshahi, Bangladesh- Lecturer March 2021 – December 2021
- Supervised undergraduate students in their software development projects
- Courses taught: Object Oriented Programming with Java, Computer Architecture & Organization
Funded work
Research projects & consultancy
Research grant2022–23
Brain Tumor Segmentation Using Effective Deep Learning Approach
A research project funded by the University Grants Commission (UGC), Bangladesh, and RUET. Proposed a novel, efficient deep learning based model for semantic segmentation of brain tumors in MRI images.
Project Director
149,760 BDT — University Grants Commission (UGC), Bangladesh, and RUET
Consultancy2026
Review and Sustainability Planning of the IPEMIS
Lead Consultant– Technical Architecture, System Performance & UI/UX Evaluation
- Led the technical assessment of IPEMIS, a nationwide platform serving 130,000+ schools, 650,000+ teachers,
- and 20M+ students
- Evaluated system architecture, database design, infrastructure, scalability, integration, system performance,
- and UI/UX to identify technical and operational bottlenecks
- Recommended improvements in architecture, database performance, scalability, security, usability, and
- long-term svstem modernization
Consultancy2025–
Enhancement of Bangla Language in ICT through Research & Development Project
Focal Point
- Coordinate the testing sub-consultant team for the Bangla Machine Translator (SD-15) module under the EBLICT Project
- Oversee data, model, and API evaluation for NLP/ML systems, ensuring quality and compliance with standards
- Project implemented by the Bangladesh Computer Council (BCC) under the ICT Division, funded by the Government of Bangladesh
Consultancy2021–26
Software Development and Maintenance Consultancy of Rajshahi WASA
Consultancy Coordinator
- Provided technical consultancy services in server, software, and billing management of RWASA for the fiscal years 2021-22 through 2024-25
- Involved in co-coordination and monitoring of departmental team of consultants
- Value of contract: ~19,90,000 BDT per fiscal year
Engineering
Software projects
PGCL Human Resource Management System
Currently designing and developing a bilingual enterprise HRMS for Pashchimanchal Gas Company Ltd., covering recruitment, employee management, transfers, promotions, payroll, and provident fund. The system incorporates configurable multi-level approval workflows, role-based access control, audit logging, and automated CI/CD deployment.
PHPLaravelLivewirePostgreSQLDocker
A Laravel-based web application that streamlines backlog exam registration, resolves scheduling conflicts, and notifies students and teachers through on-site notices and email.
PHPLaravelMySQL
Compiler for a programming language similar to C that generates MIPS assembly code.
CFlexBison
An Android application for taking class attendance, keeping track of students and generating attendance reports.
Java
An Android application for keeping track of medication, setting reminders, keeping doctor appointment notes, etc.
Java
Recognition
Honors, memberships & skills
Student of the Year — 4th Year
Awarded for outstanding result in 4th year with average 3.97 GPA and academic excellence
Student of the Year — 3rd Year
Awarded for outstanding result in 3rd year with average 3.93 GPA and academic excellence
Student of the Year — 1st Year
Awarded for outstanding result in 1st year with average 3.94 GPA and academic excellence
Board Scholarship, Higher Secondary Certificate (HSC)
Recipient of the Rajshahi Board Scholarship for academic excellence
Institute of Electrical and Electronics Engineers (IEEE)
Member (#97378082) · 2025–
IEEE Young Professionals
Member (#97378082) · 2025–
Deep Learning Libraries
KerasPyTorchTensorFlow
Data Analysis Tools
NumPyPandasMatplotlibSeaborn
Programming Languages
Python (advanced)C++ (intermediate)Java (advanced)
Software Development
AndroidPHP-LaravelMySQLDockerGit
Language Proficiency
8.0IELTS
English
Professional
- Listening
- 8.5
- Reading
- 7.5
- Writing
- 8.0
- Speaking
- 7.0
BengaliNative