CV

Master of Science in Biomedical Physics and Technology

University of Dhaka

Biomedical Engineering (Specialization)

• CGPA: In Progress

Bachelor of Science in Biomedical Engineering

Khulna University of Engineering & Technology (KUET)

Biomedical Engineering

• CGPA: 3.77/4.00 — Ranked 4th in overall merit position
• ECE Evaluation (Dec 30, 2024): U.S. Equivalence — Bachelor Degree, Major: Biomedical Engineering, Grade Average: 3.91/4.00
• Thesis: Gallbladder Cancer Classification using Parallel Transfer Learning with Multi-model Feature Fusion and LSTM (99.37% accuracy)

Researcher

Bio-Neural Intelligence and Research Advancement Lab, KUET

• Designed NeuroSwin, a hybrid deep learning model (Swin Transformer-GRU), to classify Parkinson’s Disease and identify its source regions in the brain from EEG signals.

Research Assistant Intern

Ulster University

• Developed TransfusionNet, a hybrid architecture with specialized preprocessing pipeline and early-layer feature fusion for cervical cancer detection. Published in Q1 journal Results in Engineering (Elsevier, IF 7.9).
• Created a benchmark to evaluate LLM performance for disease classification, comparing against MobileCoAtNet for stomach infection classification.
• Investigated foundational AI models for multi-cancer classification using MAML for domain adaptation.
• Actively researching LLMs for disease diagnosis, reasoning, and treatment follow-up.

Undergraduate Research Assistant

Department of Biomedical Engineering, KUET

• Designed a hybrid model for gallbladder cancer classification using parallel transfer learning, feature fusion, and LSTM, achieving 99.37% accuracy; published at ICEEICT 2024.
• Gained experience in academic writing, literature review, and presenting research findings.

TransfusionNet: Framework for Cervical Cancer Detection using Deep Learning with Multi-level Fusion

Results in Engineering, Elsevier (Q1, IF: 7.9), vol. 28, p. 107174, 2025

Exploring Common Molecular Interactions across Multiple Cancers

EICT 2025, IEEE, Dhaka, Bangladesh, pp. 1–6

Classification of Gallbladder Cancer Using Average Ensemble Learning

ICEEICT 2024, IEEE, Dhaka, Bangladesh, pp. 1450–1455

DL3M: A Vision-to-Language Framework for Expert-Level Medical Reasoning

arXiv:2512.13742 — Under review in Medical Image Analysis, Elsevier

NeuroSwin: A Swin Transformer-GRU Model for Parkinson's Disease Classification

In preparation for Biomedical Signal Processing and Control, Elsevier

CholeNet: A Recurrent-Convolutional Hybrid Ensemble Framework

In preparation for Expert Systems with Applications, Elsevier

VRX-UNet: Automated Volumetric Characterization of Intra-tumoral Structures in Gliomas

In preparation for Computers in Biology and Medicine, Elsevier

Advanced Image Analysis for Liver Tumor Detection in CT Images

In preparation for Scientific Reports, Nature

Automated PET to Fused PET-CT Mapping Using PatchGAN for Lung Cancer Diagnosis

Submitted to IEEE CQPAIN 2026

4-Day Training on Computer-Aided Drug Design

Dawn of Bioinformatics Limited

• Covered molecular docking, virtual screening, and ADMET profiling

Full Day Technical Workshop on Biomaterials Based Wet Lab

Bangladesh University of Engineering and Technology (BUET)

• Hands-on training in biomaterial characterization and wet lab techniques

President

Advanced Bioengineering Club of KUET (ABC-KUET)

• Participated in multiple project showcasing competitions and fostered innovation among members.
• Organized workshops and seminars including “NeuroInquire — Exploring EEG and Research Foundations” and “ABC of Research with Hands-on Training on LaTeX.”

Student Operator

Fabrication Lab KUET

• Operated 3D printers (Ultimaker 3 Extended, Prusa i3 MK3S, Creality CR-10 Mini), laser cutter (Epilog Laser Mini), and CNC machine (Roland Modela Pro II MDX 540).

Head of Human Resources

Spectrum – Professional Skill Development Club, KUET

• Directed the Inter-University Case Study Competition engaging 240 teams from 45 universities, with sponsors including Bank Asia PLC, Abul Khair Group, Coca-Cola, and 10 Minute School.
• Distributed a prize pool of over BDT 100,000 while driving 300,000+ audience interactions.

Honors in B.Sc. Engineering

Khulna University of Engineering & Technology (KUET)

Awarded to students achieving CGPA 3.75 or above.

Dean's Award (3 Times)

KUET

Awarded for achieving CGPA 3.75 or above in an academic year.

Technical Scholarship (4 Consecutive Times)

KUET

Awarded for securing the top position in the class.

IEEE YESIST12 – Finalist

BME Indoor – Champion in Chess

KUET

Intra-University Innovative Idea & Project Competition – 2nd Runner-up

FabLab KUET

National STEM Competition – Finalist

Bangladesh STEM Foundation (bdSTEM)

NHSPC – 11th Position, Mymensingh Regional Contest

General Grade Scholarship in JSC Examination

Board of Intermediate & Secondary Education, Dhaka

Talent Pool Grade Scholarship in PSC Examination

Dhaka Education Board