Project Report: Recent submissions

  • Intrgreated Approaches for Accurate Kidney Disease Classification: Leveraging Pre-trained Models and Custom CNN Architectures 
    Islam, Md. Tarikul (Daffodil International University, 2025-05-14)
    Kidney disease continues to pose significant global health challenges, where early and precise diagnosis remains crucial for effective treatment planning. Recent advancements in deep learning, particularly Convolutional ...
  • 3D Reconstruction of Colonic Polyps: A Methodology for Improved Visualization and Analysis 
    Ahmed, Ishtiaque; Hamim, Md. Saimim Islam Khan (Daffodil International University, 2025-05-14)
    Colorectal cancer is one of the most common and life-threatening diseases worldwide, and colonoscopy remains the most effective method for early detection and removal of precancerous polyps from the human colon. However, ...
  • Exploring the Impact of AI on Academic Performance of University Students 
    Talukder, Md. Zahidul Islam (Daffodil International University, 2025-05-14)
    The utilization of artificial intelligence (AI) in schools has drawn a lot of awareness due to its possible contribution to students' performance. The current study investigates the association between the utilization of ...
  • A Semantic Classification Approach on Luffa Aegyptiaca Leaf Diseases Detection Utilizing Multiple Models 
    Reyad, Md. Reyadul Islam (Daffodil International University, 2025-05-14)
    This paper proposes a semantic classification method for the identification of Luffa aegyptiaca leaf disease utilizing deep models. Since there were not any similar public data available, a highresolution dataset of 1,800 ...
  • Predictive Modeling of Ovarian Cancer Using Advanced Image Recognition and Machine Learning 
    Mohmima, Syeda; Haque, Amrin (Daffodil International University, 2025-05-14)
    Ovarian cancer is a clinical dilemma due to its originally asymptomatic nature and then varied presentation. Early and accurate detection becomes an urgent goal in the course of the optimization of the patient's outcome. ...
  • A Light-weight CNN with integration of Explainable AI to detect Guava Leaf Disease 
    Sharfunnabi, Kazi (Daffodil International University, 2025-05-14)
    This thesis is focused on the implementation and evaluation of a deep learning system that was specifically trained to be used for detection of guava leaf diseases. The designed system is based on a lightweight CNN model, ...
  • Early Heart Disease Prediction Using Supervised Machine Learning: A Performance Evaluation on UCI Data 
    Titu, Shah Alam (Daffodil International University, 2025-05-14)
    Cardiovascular diseases (CVDs) remain a significant public health burden globally and coronary artery disease (CAD) is a major cause of heart attacks. In this paper, we explore the use of machine learning (ML) methods ...
  • Human Emotion Detection: A Deep Learning Approach with XAI 
    Hossain, Md Mahbub; Tasnim, Sayma (2025-05-14)
    This research develops an extensive deep learning method for detecting human emotions from images that achieves interpretability through Explainable Artificial Intelligence (XAI). The research method starts with emotion-tagged ...
  • A Comprehensive Survey on Chilli Leaf Disease Detection Techniques Using YOLO 
    Anzum, Tanvir (2025-05-14)
    Chilli (Capsicum annuum) is an economically vital crop extensively cultivated in countries like Bangladesh, India, and Indonesia. However, the crop is highly susceptible to fungal, bacterial, and viral diseases that ...
  • Mental Health Prediction Among Medical Students Using Machine Learning 
    Tithi, Nosrat Jahan; Haque, Kazi Zakiul (Daffodil International University, 2025-05-14)
    Mental health is a critical aspect of well-being, influencing individuals' ability to function in daily life and cope with stress. Medical students struggle with depression alongside their demanding academic schedule and ...
  • An Online-Based Hotel Booking and Room Rental Web Application - TourStay 
    Mridul, Md. Mostak Ahamed (Daffodil International University, 2025-05-14)
    In the midst of the fast growth of technology, online hotel and room reservations are already a necessity among many travelers. The culmination of this academic year presents a Hotel Booking and Room Rental Web Application ...
  • Bangla News Headline Classification and Sentiment Analysis using Bangla Bert 
    Jone, Israk Hasan; Alam, Badrul (Daffodil International University, 2025-05-14)
    As a core task of natural language processing, text classification is widely used in many fields. Reading newspapers in daily life is a very common practice, but before reading, everyone first check the newspaper headlines. ...
  • Early Detection of Ovarian Cancer using Deep Learning 
    Kamal, Saad; Sakib, Sadekul Hasan (Daffodil International University, 2025-05-14)
    Ovarian cancer is one of the deadliest gynecological malignancies, and early diagnosis through histopathological image analysis can significantly improve patient outcomes. This study proposes a convolutional neural network ...
  • Prosthetic hand: Arduino based Prosthesis hand for Adaptive control 
    Anik, Rubaiat Hasan; Sykat, Towhidul Islam (Daffodil International University, 2025-05-14)
    This project presents the design and implementation of an Arduino-based prosthetic hand with adaptive EMG control, offering an affordable and functional solution for upper-limb amputees. Traditional prosthetics are often ...
  • Student Mental Health Prediction using Maching Learning Techniques 
    Hemal, Atikul Islam (Daffodil International University, 2025-05-14)
    This research delivers a machine learning prediction system which tracks student stress levels and smartphone addiction behaviors because these control mental health and educational outcomes. The rising addiction to ...
  • Web Based Ed-Tech Platform 
    Hoque, Ariful; Ahmed, SM. Faisal (Daffodil International University, 2025-05-14)
    This project describes the design and development of a Ed-Tech platform aimed at filling the gap between traditional and digital education systems, as it provides the overall modular and user-oriented learning experience. ...
  • Exploring LLMs for Bangla Text Summarization: A T5-Based Abstractive Approach 
    Ornob, Kawshik Ahmed; Shuvo, Bibakananda Roy (Daffodil International University, 2025-05-14)
    This project develops an abstractive summarization system for Bangla news articles using small-scale transformer models, specifically small MT5 (300M parameters) and BT5 Base (247M parameters), to generate long summaries ...
  • Fruit Quality Classification using Deep Learning and Explainable AI 
    Annafi, Abdun Nafi; Muhtasim, Tasnuva (Daffodil International University, 2025-05-14)
    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 ...
  • Deep Learning approach for Automated Blood Cancer Cells detection 
    Halder, Shuvo (Daffodil International University, 2025-05-14)
    A deep learning approach to automatic blood cancer diagnosis is proposed in this thesis. The aim of this research is to develop an efficient system for accurate early-stage diagnosis and thereby improve healthcare outcomes. ...
  • Restaurant Management System 
    Karim, Asif (Daffodil International University, 2025-05-14)
    The project involves developing a restaurant management system using Laravel, designed to help with the everyday tasks at small to mid-sized restaurants. The system was designed to allow customers to view the menu, book ...

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