Research & Academic Publications
Exploring where theoretical computer science, mathematical abstraction, computer vision, and decision systems converge.
Peer-Reviewed Conference Publications
A Comparative Study of Multi-Criteria Decision-Making Methods for Selecting Sustainable Energy Projects in Rangamati, Bangladesh
Authors: Ishtiaq Uddin, M. Aktaruzzaman Opu, Shahidul Islam, Tanjim Mahmud, Md Akash Rahman, et al.
Published in: Proceedings of the 2026 International Conference on Power, Electronics, Communications, Computing, and Intelligent Infrastructure (PECCII), Pabna, Bangladesh, 2026, pp. 1–6.
A rigorous comparative study benchmarking Multi-Criteria Decision-Making (MCDM) methods for ranking and prioritizing sustainable energy infrastructure initiatives in the Rangamati hill tracts region.
Zero-Label Microscopy Anomaly Detection
Benchmarking CAE-IF, SQAFormer & DINOv2 for cell anomaly detection.
My undergraduate thesis benchmarks vision transformers and reconstruction autoencoders on 5,239 unlabelled phase-contrast cell microscopy frames from the LIVECell corpus.
Research & Theoretical Focus Areas
Zero-Label Anomaly Detection
Investigating latent representation distances and feature distribution shifts in unlabelled cell microscopy frames without requiring manual annotation.
Vision Foundation Models (ViTs)
Evaluating self-supervised vision transformers for robust feature extraction that remains invariant to optical blur and illumination noise.
Medical & Biological Cell Imaging
Applying computer vision techniques to phase-contrast cellular imagery to automate quality control and benchmark model failure modes.
Multi-Criteria Decision Making (MCDM)
Benchmarking mathematical MCDM frameworks for ranking and prioritizing sustainable energy infrastructure initiatives in the Chittagong Hill Tracts.
Client-Side Typesetting & WASM
Engineering in-browser WebAssembly XeLaTeX compilation pipelines for high-precision mathematical formulas and multilingual typography.
Database Optimization & Distributed Systems
Designing high-reliability role-based systems, relational document schemas, and transaction integrity for academic portals.