Undergraduate Thesis: Recent submissions
Now showing items 1-20 of 44
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BookPlace: A Modular & Scalable Multi-Vendor eCommerce System with Advanced Order, Inventory & Analytics Management
(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, ... -
Deep Learning on Dental RGB and OPG Images for Public Health and Clinical Decision Support
(Independent University, Bangladesh, 2025-12)The rapidly increasing rates of unrecognized dental issues, along with the ongoing barriers to timely dental health monitoring, have raised the need for the creation of Machine Learning (ML) based dental systems that are ... -
BILI: A Domain-Specific Reception Assistant Robot for Bilingual and Regional Language Interaction in Bangladesh
(Independent University, Bangladesh, 2025-08-20)This project addresses digital inequality and linguistic exclusion in Bangladeshi academic environments by developing a Bilingual University Assistant Robot (BILI) and a supporting speech dataset named BRADS. Although ... -
Semi-Supervised Approach: ClusterFormer for Semantic Segmentation in Remote Sensing Applications
(Independent University, Bangladesh, 2025-08)Applications of remote sensing have been transformed by deep learning, particularly in semantic segmentation for mapping land use and land cover (LULC). Conventional supervised algorithms, on the other hand, spend a lot ... -
Semi Supervised LULC segmentation with state of the art encoder IJEPA
(Independent University, Bangladesh, 2025-12)Land-Use/Land-Cover (LULC) mapping from satellite imagery is a fundamental component of environmental monitoring, agricultural planning, disaster management, and urban development assessment. With the rapid growth of remote ... -
Machine-Vision-Based Extinct Fish Recognition: Bangladeshi Freshwater Case
(IUB, 2025-12)The biodiversity of fish in Bangladesh is at great risk because of overfishing, poaching, destruction of habitats, pollution, and increased market demands. The safeguarding of such species requires the growth of rare native ... -
Deep Learning Framework for Automated Lung and Pulmonary Nodule Segmentation in Thoracic CT Scans
(IUB, 2026-04)This thesis presents a deep learning framework for automated segmentation of bilateral lungs and pulmonary nodules from CT scans to support early lung cancer detection. A U-Net model with a ResNet-18 backbone was developed ... -
Mapping School Vulnerability to Brick Kiln Exposure in Bangladesh Using Remote Sensing and Geospatial Analysis
(IUB, 2026-04)This study investigates the exposure of schools in Bangladesh to air pollution caused by nearby brick kilns, a major contributor to PM2.5 pollution. Using satellite imagery, deep learning, and GIS-based spatial analysis, ... -
Empirical Evidence on Data Leakage from Improper Resampling Practices in Diabetes Care
(IUB, 2026-04)Machine learning (ML) is a popular tool for diabetes prediction. Medical datasets, however, contain a majority of healthy patients and a minority of diabetic patients, creating a severe class imbalance. Researchers use ... -
Drought-Sensitive Machine Learning for Robust Water Level Forecasting in the Chitra and Nabaganga River Basins
(IUB, 2026-04)Accurate water-level forecasting plays a crucial role in proper water resource management, flood control and agricultural planning especially in climate sensitive areas like Bangladesh. Nonlinear interactions and dynamic ... -
SHUCHOK: Early Identification of ADHD in Bangladeshi Children Using Machine Learning Models and a Questionnaire-Based App Interface
(IUB, 2026-04)The study focuses on attention deficit hyperactivity disorder that is underdiagnosed in Bangladeshi children, a critical public health concern. Due to the lack of awareness, high levels of social stigma and a severe ... -
Anomaly Detection in Petroleum Production Wells Using Machine Learning: A Comparative Study on the Petrobras 3W Dataset
(IUB, 2026-04)Anomaly detection in offshore oil production systems is a safety-critical task, with un-detected faults contributing directly to equipment failures, environmental incidents, and significant production losses. Machine ... -
Machine vision-based pepper breed classification Using yolov10 and transfer learning models
(IUB, 2026-04)This study presents a deep learning–based framework for classifying ten varieties of peppers commonly grown in Bangladesh, including capsicum, local chili, Shimla, and Bombay chili. A balanced dataset of 1,000 images was ... -
Machine Vision–Based Classification of Rare Fruits in Bangladesh Using Transfer Learning and Custom CNN Models
(IUB, 2026-04)This study presents a deep learning framework for recognizing six rare Bangladeshi fruits using image classification. A dataset of 1,800 real-world images was created, and a lightweight Custom CNN was compared with ... -
Comparative Analysis of Sensor Fusion Techniques for Odometry Estimation in a Four-Wheeled Holonomic Drive Robot Using Wheel Encoders and IMU
(IUB, 2026-04)This thesis presents a comparative study of odometry and localization methods for a four-wheeled holonomic robot using wheel encoders and a BNO055 IMU. Three localization tiers were developed and evaluated: open-loop motion ... -
The Hidden Complexity of Mental Health: Multi-Entropy Analysis of Response Patterns in Depression Severity Assessment
(IUB, 2026-04)This study proposes an entropy-based framework for depression severity assessment using PHQ-9 responses. Instead of relying only on total questionnaire scores, the system analyzes response patterns using information-theoretic ... -
Deep Learning-Based Stenosis Segmentation in X-ray Angiography: Vision Transformers vs. CNNs
(IUB, 2025-12)This thesis compares ten deep learning models for automated stenosis segmentation in X-ray coronary angiography (XCA) images to support coronary artery disease (CAD) diagnosis. The study evaluates both Transformer-based ... -
OptiHealth: An AI-Driven Health Management System with Multi-Modal Analysis and Personalized Recommendations
(IUB, 2026-04)This thesis presents three interconnected AI systems designed to improve medical image analysis and patient support. First, CXR-Adaptive enhances chest X-ray disease detection using YOLOv12 with adaptive augmentation ... -
A Baseline Analysis of Cross-Modal Liver Tumor Segmentation and the Role of Frozen Encoder
(IUB, 2026-04)Accurate liver tumor segmentation is critical for surgical planning, volumetry, and treatment monitoring across diverse liver pathologies and clinical applications. Both Computed tomography (CT) and Magnetic resonance ... -
Object Detection and Localization Using Lightweight Convolutional Neural Networks for Low-Resolution Thermal Sensor Data
(IUB, 2026-04)Embedded monitoring systems that rely on RGB cameras raise well documented privacy concerns in sensitive spaces. Low-resolution thermal sensors offer an alternative: The Panasonic AMG8833 Grid-EYE outputs only an 8×8 ...



















