Graduate Thesis
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Recent Submissions
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DrishtiXAI: a Bengali image captioning system with explainable AI
(Independent University, Bangladesh (IUB), 2026-04)This study presents DrishtiXAI, an explainable Bengali image captioning system designed to support visually impaired users through culturally relevant image descriptions and text-to-speech technology. A dataset of 18,539 ... -
Automated software requirement and design understanding using deep learning-based UML diagram recognition and LLM-based design pattern detection
(Independent University, Bangladesh (IUB), 2026-08-24)This thesis presents an AI-based framework for automated software requirement and design understanding by combining deep learning for UML diagram recognition and large language models (LLMs) for software design pattern ... -
A lightweight framework for implementing ISO/IEC 26550 in small and medium-sized software enterprises in Bangladesh
(Independent University, Bangladesh (IUB), 2025-12-14)This study explores the challenges faced by Bangladeshi software Small and Medium-sized Enterprises (SMEs) in adopting ISO/IEC 26550 for Software Process Improvement (SPI). Data collected from 12 SMEs revealed uneven ... -
Declared failure over silent failure: abstention, explain ability and an abstention-aware evaluation framework
(Independent University, Bangladesh (IUB), 2026-08)Deep image classifiers are constructed in a way so that every input produces a label, whatever the model has learned about that input. The resulting failures are silent, e.g., a classifier confronted with an Out-Of-Distribution ... -
Investigating the factors affecting the intention to use AI Chatbots in STEM education app: a hybrid structural equation modelling and artificial neural network
(Independent University, Bangladesh, 2026-04)This study explores the impact of Artificial Intelligence (AI)-powered applications in Science, Technology, Engineering, and Mathematics (STEM) education, emphasizing their role in improving students’ problem-solving skills ... -
Bookplace: a modular & scalable multi-vendor ecommerce system with advanced order, inventory & analytics management
(Independent University, Bangladesh, 2026-06)On contemporary e-commerce platforms, the discovery of products, management of the cart, payment, and delivery are usually handled, whereas on professional home-service platforms, the focus is on technician booking, ... -
Performance factors of software firms in developing economies: a hybrid structural and artificial neural network model
(IUB, 2024-05)The research paper presented in this project report focuses on the comparative performance of software companies in developing countries concerning product radicalness, new product advantages, customer unfamiliarity, and ... -
Research on threat analysis and defense strategies for PABX voice server
(IUB, 2025-05)The evolution of Cloud-PABX calling architecture introduced a revolutionary development in voice communication architecture, and this solution is receiving discernible attention because of its long-distance remote branch ... -
SMART AI: designing intelligent systems for health, finance, and medical decisions for citizens.
(IUB, 2025-09)As global populations age, particularly in low- and middle-income countries (LMICs), there is an urgent need for intelligent systems that address the intertwined challenges of health monitoring, medical diagnostics, and ... -
BongoAgro: a mobile application for reducing postharvest losses in fisheries
(IUB, 2025-09)As part of the fisheries industry in Bangladesh, its huge losses in the postharvest stage amounting to 25–30% annually are a significant economic and nutritional issue, as it occurs at an estimated economic cost of about ... -
BongoAgro: a mobile solution for postharvest loss reduction fruits and vegetables
(IUB, 2025-09)The fruits and vegetables sector of Bangladesh suffers postharvest losses estimated at 25-40% of production, the economic and nutrition consequences of which are huge. Such losses are promoted by inefficient cold storage, ... -
Ai-accelerated modernization of legacy healthcare software
(IUB, 2025-09)Modernizing legacy healthcare software systems remains a critical challenge due to strict compliance requirements, operational inefficiencies, and patient safety concerns. This thesis introduces an AI-accelerated modernization ... -
A software engineering framework for designing, governing, and deploying AI-driven, culturally adaptive systems: a mental health case study in Bangladesh
(IUB, 2026-05)Mental health disorders represent a critical and growing public-health challenge in Bangladesh, yet access to affordable, culturally appropriate, and trust worthy psychological support remains severely limited. Empirical ... -
Supporting Hemodialysis Care coordination in Bangladesh: user-centered design of an information exchange platform
(IUB, 2026-06)Chronic kidney disease (CKD) is defined as a progressive condition where a gradual loss of kidney function over time is characterized by the requirement of kidney-preserving or replacement therapies in the advanced stages. ... -
Design and validation of an integrated governance, quality maturity and architecture–economics framework for sustainable large-scale agile and ERP systems
(IUB, 2026-05)Large-scale Agile and Enterprise Resource Planning (ERP) systems have become critical infrastructure for modern organizations, yet their sustainability remains threatened by fragmented governance, weak quality maturity ... -
TinyML for Environmental Intelligence: Optimizing Tree-Based Ensembles for Real-Time, On-Device IAQ Forecasting
(Independent University, Bangladesh, 2025-12-14) -
Design and Development of IoT-Integrated Medical Devices for Real-Time Clinical Monitoring
(Independent University, Bangladesh, 2025-12)Reliable and affordable clinical monitoring remains a major challenge in low- and middle-income countries, where hospitals often face shortages of equipment, unstable power, and fragmented digital infrastructures. This ... -
A Unified Lightweight Framework for Detecting Multimodal Attacks
(IUB, 2025-12-13)Modern Vision-Language Model (VLM) has shown tremendous performance in multi- modal reasoning, captioning, retrieval and generative tasks, but it is also fatally suscep- tible to two types of attacks: adversarial ... -
Entropy Regularized Transformer Based - Anomaly Detection
(IUB, 2025-12) -
Data-Driven Study of Behavioral Predictors of Myopia: A Machine Learning Based Early Screening Approach
(IUB, 2025)Myopia is growing very fast, particularly in school-going children, primarily owing to lifestyle and educational transformations of digital technology. The research is an evaluation of machine learning models with ...
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