Undergraduate Thesis: Recent submissions
Now showing items 1-20 of 56
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Vispol: a real-world urban visual pollution dataset for environmental and infrastructure monitoring
(Independent University, Bangladesh (IUB), 2026-08)This study addresses the growing problem of visual pollution in Dhaka, Bangladesh, which includes unauthorized billboards, posters and banners, waste, exposed wires, damaged walls, and deteriorated roads. To support automated ... -
A two-stage u-net based hierarchical pipeline for kidney and renal tumor segmentation
(Independent University, Bangladesh (IUB), 2026-08)This report develops a two-stage 2D U-Net framework for automatic kidney and renal tumor segmentation from CT scans using the KiTS23 dataset. The first stage segments the kidney from full CT slices, while the second ... -
Deep learning-based classification of leukoplakia and OSCC using histopathological images: a performance evaluation study
(Independent University, Bangladesh (IUB), 2026-08)This thesis investigates the use of deep learning for histopathological classification of Oral Leukoplakia and Oral Squamous Cell Carcinoma (OSCC), two oral lesions that can be difficult to distinguish due to similar ... -
Integration of Bangla voice-controlled farming robot with convolutional neural networks for smart agricultural applications
(Independent University, Bangladesh (IUB), 2025-12)This project develops AGRIBOT, a low-cost smart farming robot that combines Bengali/English voice interaction, artificial intelligence, computer vision, and robotics to support farmers in Bangladesh. The robot uses CNN-based ... -
Towards second opinion: anatomy-aware reasoning from explicit priors to adaptive gating for efficient medical image analysis
(Independent University, Bangladesh (IUB), 2026-08)This study presents SecondOpinion, a dual-stream deep learning framework for medical image analysis that dynamically adjusts computational effort according to case difficulty. A lightweight GateKeeper module, trained as a ... -
Multilingual sign language translation using image-based classification models for Bangla, American, and Indian languages with ResNet and EfficientNet
(Independent University, Bangladesh (IUB), 2025-12-14)This study proposes a multilingual sign language recognition system for Bangla Sign Language (BdSL), American Sign Language (ASL), and Indian Sign Language (ISL). It uses ResNet50 and EfficientNetB0 to recognize static ... -
Machine-vision-based Bangladeshi street food recognition
(Independent University, Bangladesh (IUB), 2026-08)Bangladeshi street food undoubtedly forms an important aspect of culinary culture, however, its automatic identification has been largely unstudied because of the lack of appropriate datasets and visual similarities among ... -
Spatiotemporal analysis and urbanization trajectories of private economic zones in Bangladesh using remote sensing
(Independent University, Bangladesh (IUB), 2026-08)This study evaluates the development of 12 Private Economic Zones (PEZs) in Bangladesh from 2018 to 2025 using multi-source remote sensing and spatial analysis. Sentinel-2 imagery, nighttime-light data, and population data ... -
Movenet on frame difference: a motion-aware pose-based preprocessing approach for real-world violence detection
(Independent University, Bangladesh (IUB), 2026-08)This study examines whether preprocessing can improve automated violence detection in surveillance videos affected by background clutter, lighting variations, occlusion, and irrelevant visual information. The proposed ... -
Detecting adaptive wash trading behaviors in NFT marketplaces: a neuro-symbolic approach
(Independent University, Bangladesh (IUB), 2026-08)This study proposes a neuro-symbolic framework to detect increasingly sophisticated NFT wash trading that traditional rule-based systems and standard GNNs struggle to identify. The proposed ResidualGATv2 model combines ... -
Benchmarking CNN architectures using transfer learning for Lipomatous tumor classification: a comprehensive study
(Independent University, Bangladesh (IUB), 2026-08)This study evaluates five pre-trained CNN architectures—ResNet50, DenseNet121, EfficientNetB3, InceptionV3, and MobileNetV2—for distinguishing benign lipoma from well-differentiated liposarcoma (WDLPS) using T1-weighted ... -
Automated segmentation of wisdom teeth (m3): an analytical study of model performance & metric variability
(Independent University, Bangladesh (IUB), 2026-08-22)Segmentation of wisdom teeth (M3) from panoramic dental radiographs plays a critical role in dental diagnosis, treatment planning, and surgical decision-making. However, manual segmentation is time-consuming, relies heavily ... -
Ultrasound-based liver disease classification using deep convolutional neural networks
(Independent University, Bangladesh, 2026-06)Liver disease is a significant health concern in the world, which has led to millions of deaths annually. Complications associated with the disease include cirrhosis, liver failure, and hepatocellular carcinoma. Early and ... -
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 ... -
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 ... -
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, ...
