Faculty of Science and Information Technology: Recent submissions

  • Reasoning Over Context in Bangla: A Generative QA Approach to Factoid Understanding Using LLM 
    Rana, Md. Masud (Daffodil International University, 2025-01-14)
    This paper presents the development of a Bangla Question Answering (QA) system using advanced transformer-based models to tackle the complexities of Bangla language processing. Specifically, it compares the performance ...
  • Ideation of Depression and Suicide Using Machine Learning Techniques 
    Rihan, Aspy (Daffodil International University, 2025-01-14)
    Depression has emerged as a major mental health challenge globally, with a noticeable rise in prevalence in Bangladesh, particularly accompanied by increasing suicidal tendencies. This study investigates the underlying ...
  • Identifying The Authenticity of Images Using Deep Learning Techniques 
    Mondal, Sourav Kumar (Daffodil International University, 2025-01-14)
    The rapid development of generative artificial intelligence has produced a wave of hyper-realistic deepfakes, posing existential challenges for authenticity verification to occur in digital media. This study proposes a ...
  • Fruit Quality Classification using Deep Learning and Explainable AI 
    Annafi, Abdun Nafi; Muhtasim, Tasnuva (Daffodil International University, 2025-01-14)
    Fruit quality classification is a critical task in agriculture and food industries to ensure standardization and market value. This study evaluates the performance of VGG19, MobileNetV2, ResNet50, custom CNN and BiLSTM for ...
  • Detection and Classification Process of Banana Leaf Diseases Using Convolutional Neural Networks (CNNs 
    Rahman, Md. Hizbur (Daffodil International University, 2025-05-12)
    Finding and treating banana leaf diseases early helps farmers grow more crops and lose less. This matters most in places where bananas are a main food and income source. This thesis shows a new way to find and sort banana ...
  • Paddy Variety Detecting System using Image Recognition 
    Mollah, Abid Hasan; Mostafa, Md. Fahmid Bin (Daffodil International University, 2025-01-12)
    The purpose of this research is to develop an advanced automated system for classifying the paddy varieties, based on the image classifying procedure, deep learning techniques, specifically, Convolutional Neural Networks ...
  • Acute Lymphoblastic Leukaemia Detection using Deep Learning ( ViT) 
    Haque, Khandaker Rezoanul (Daffodil International University, 2025-01-14)
    Significant advancements in machine learning have been made in disease detection within the medical field; however, challenges remain—particularly in achieving high accuracy and minimizing false positives. Recently, Vision ...
  • Bangla News Headline Generation 
    Rifat, Mahmudul Hasan (Daffodil International University, 2025-01-14)
    This project presents a comparative study on Bangla news headline generation using two transformer-based models: the multilingual mT5 and the monolingual BT5-base. Aimed at addressing the scarcity of effective headline ...
  • Curative Care Management system for Diabetes Patient 
    Rafi, Tanveer Hasan (Daffodil International University, 2025-01-13)
    The Curative Care Management system is a web based platform which is specified for diabetics patients. This system gives personalized health portal, AI based Diet plan, blog page to seek knowledge about diabetes and their ...
  • Multi-Model Deep Learning Approach for Monkeypox Detection: Evaluating Base and Enhanced CNN Architectures 
    Yousuf, Mahmud Kabir (Daffodil International University, 2025-01-14)
    Global reemergence of monkeypox has underlined the urgency of rapid, specific and scalable diagnostic solutions. PurposeThis study investigates the possible use of deep learning techniques for automated classification of ...
  • Lill Pals Nature Pets & Grow Plants 
    Bokshi, Sirajum Munira (Daffodil International University, 2025-01-13)
    Lill Pals is a one-stop web solution that transforms pet and plant care management with the help of scientifically advanced tools and intelligent scheduling systems. The solution addresses fundamental loopholes of existing ...
  • Watermelon leaf disease detection and classification using Yolo architecture 
    Hasan, Mir Saem (Daffodil International University, 2025-01-14)
    Watermelon is a fruit that people all over the world enjoy. However, eating watermelon is mostly in the summertime because the juicy and cooling effect to the body it has is highly appreciated. In countries like Bangladesh ...
  • Classification of Network Traffic Anomalies Using Deep Learning Techniques 
    Khan, Md. Rabby Hossain (2025-01-14)
    Predicting network traffic is essential to optimize network resource management, congestion avoidance, anomaly detection, and QoS in general. This paper presents and investigates a deep learning technique for the precise ...
  • Predicting Student Stress and Smartphone Addiction using Machine Learning 
    Akter, Sumyia; Akter, Sadia (Daffodil International University, 2025-05-14)
    Student stress and smartphone addiction have emerged as critical issues in contemporary academic environments, affecting mental health, academic performance, and overall well-being. This study explores the intricate ...
  • Online Bookshelf 
    Tithe, Adrita Ashraf (Daffodil International University, 2025-01-12)
    This project is a web-based platform that to enable seamless uploading, storage, and downloading of PDF files. Built using Node.js for the backend, EJS (Embedded JavaScript) for dynamic front-end templating, and MongoDB ...
  • A Deep Neural Network Approaches for Detection of Guava Leaf Disease 
    Hasan, Mahedi (Daffodil International University, 2025-01-12)
    Guava production is seriously threatened by guava leaf diseases as anthracnose, rust, and leaf spot, which result in severe yield and quality reductions. Effective management and the reduction of financial losses depend ...
  • PetroTrack: Fuel Tracking System (Web-Based Project) 
    Tanvir, Farhan (Daffodil International University, 2025-01-12)
    The "PetroTrack: Fuel Tracking System" is an innovative solution meticulously designed to transform the landscape of fuel management across various industry sectors. It employs cutting-edge technologies such as Node.js, ...
  • EduConnect: An Android-Based Notification and Resource Sharing Platform 
    Sabbir, Wahid (Daffodil International University, 2025-01-12)
    In today’s rapidly evolving educational landscape, seamless communication and efficient resource management are crucial for fostering an effective learning environment. EduConnect is an Androidbased application developed ...
  • Trippie – The Ultimate Tour Guide 
    Ashik, Md. Ashikur Rahman; Hasan, Muhammad Shahriar (Daffodil International University, 2025-01-13)
    This work presents the complete design, development and implementation of Trippie, an integrated travel management platform to ease the hotel booking, tour joining and guide appointment process. The project provides a ...
  • Redefining Bangla Text Processing with a New Stemming Methodology 
    Tanvir, Md Istiak (Daffodil International University, 2025-01-13)
    Stemming is a basic NLP technique that normalizes the linguistic structure and improves the performance of text analysis by stripping words to their roots or base forms by removing suffixes which are quite vital in ...

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