Research Experience

LOOPE: Learnable Optimal Patch Order in Positional Embeddings for Vision Transformers

Ongoing · EEE, BUET · Supervisor: Prof. Shaikh Anowarul Fattah

Proposing a novel method to determine optimal patch ordering for spatial position embeddings in ViTs, ensuring minimal loss of positional information with computational efficiency.

Demystifying Calibration in Semi-Supervised Learning

Ongoing · University of Tennessee, Knoxville · Supervisor: Dr. Fnu Suya

Investigating selection of unlabeled data points based on proximity to labeled data in feature space to improve prediction confidence in semi-supervised settings.

Performance Prediction of MIMO Antenna for 6G Communication Using ML

Aug 2024 – Jun 2025 · EEE, DIU · Supervisor: Md. Ashraful Haque

Developed compact dual-band MIMO antenna for 6G THz communication; implemented meta learner-based stacked generalization ensemble with neural network base learner.

Attention Gated 3D Fusion Network for Multi-Perspective Brain MRI Lesion Segmentation

Jun 2023 – Jul 2024 · IRAB, BUET (Undergraduate Thesis) · Supervisor: Prof. Shaikh Anowarul Fattah

Proposed a shallow multi-axis fusion network with attention mechanism (AGFN) for fusing 2D segmentation results and extracting 3D information. Introduced slice classifier to address class imbalance.

IEEE VIP CUP — Checkerboard Denoising for OCT Images

Mar 2024 · Isfahan University of Medical Sciences · Supervisor: Dr. Hafiz Imtiaz

Developed Checkerboard Denoising method for speckle noise removal in OCT images; applied Deep Image Prior for super-resolution in ophthalmology and cardiology imaging.


Education

Bangladesh University of Engineering and Technology (BUET)

M.Sc. in Communication & Signal Processing · Oct 2024 – Ongoing
4.00 / 4.00

Bangladesh University of Engineering and Technology (BUET)

B.Sc. in Electrical and Electronic Engineering · Apr 2019 – Jul 2024
3.85 / 4.00

Leadership & Voluntary Service


Technical Skills

Languages

C, C++, Python, System Verilog, MATLAB, Assembly

Frameworks & Tools

PyTorch, TensorFlow, VS Code, Kaggle, Lightning AI

Simulation

PSpice, Simulink, AutoCAD, Quartus, CISCO

Writing & Graphics

LaTeX

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