A comparison of deep learning U‐Net architectures for semantic segmentation on panoramic X-ray images

A comparison of deep learning U‐Net architectures for semantic segmentation on panoramic X-ray images

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2023.

Manylion Llyfryddiaeth
Prif Awduron:	Bin Mushfiq, Rahil, Zannah, Rafiatul, Bashar, Mubtasim, Alam, Md. Nafidul, Rahman, MD Aftabur
Awduron Eraill:	Chakrabarty, Amitabha
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	Brac University 2024
Pynciau:	Dental Semantic segmentation Data annotation OPG image U-net U-net variants Dice coefficient IoU Architecture comparison Deep learning (Machine learning) Cognitive learning theory (Deep learning)
Mynediad Ar-lein:	http://hdl.handle.net/10361/22671

Eitemau Tebyg

Semantic segmentation with attention dense U-net for lung extraction from X-ray images
gan: Auvy, Akib Al Mahmud, et al.
Cyhoeddwyd: (2023)

Image segmentation of X-Ray and optical images using U-Net/UNet++ based deep learning architecture
gan: Sharma, Tanmoyee, et al.
Cyhoeddwyd: (2021)

Density based traffic control system for a four way intersection
gan: Chowdhury, Faizul Bari, et al.
Cyhoeddwyd: (2024)

Ejection fraction estimation using deep semantic segmentation neural network on 2D Echocardiography data
gan: Khan, Abde Musavvir, et al.
Cyhoeddwyd: (2021)

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gan: Farzana, Maisha, et al.
Cyhoeddwyd: (2021)

Detection of coronary artery blockage at an early stage using effective deep learning technique
gan: Promit, Tahmid Ashrafee, et al.
Cyhoeddwyd: (2023)

Multi-classification Network for Detecting Skin Diseases using Deep Learning and XAI
gan: Athina, Fahima Hasan, et al.
Cyhoeddwyd: (2022)

Myocardial infarction detection using ECG signal applying deep learning techniques - ConvNet, VGG16, InceptionV3 and MobileNet
gan: Promita, Samanta Tabassum, et al.
Cyhoeddwyd: (2022)

Prostate cancer detection using deep learning neural network with transfer learning approach
gan: Badhon, Ariful Islam Mahmud, et al.
Cyhoeddwyd: (2022)

Non-clinical Covid19 diagnosis on CT-scan, Chest X-ray, and respiratory patterns using deep-learning and signal processing
gan: Tasnim, Sadia, et al.
Cyhoeddwyd: (2023)

A deep learning approach towards soft biometrics attributes prediction using CNN
gan: Kibria, Maharab, et al.
Cyhoeddwyd: (2022)

Deep learning-based waste classification system for efficient waste management
gan: Nakib, Abdullah Al, et al.
Cyhoeddwyd: (2022)

Deep learning-based real-time pothole detection for avoiding road accident
gan: Basher, Rafsan, et al.
Cyhoeddwyd: (2022)

Automatic brain tumor segmentation using U-ResUNet chain model approach
gan: Alam, Mohd Tanjeem, et al.
Cyhoeddwyd: (2022)

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gan: IndiaWest
Cyhoeddwyd: (2015)

MoU between AIBS and BRACU
gan: The Daily Star
Cyhoeddwyd: (2016)

Tomato leaf disease detection using Resnet-50 and MobileNet Architecture
gan: Tahamid, Abu
Cyhoeddwyd: (2021)

A comparative study of lung cancer prediction using deep learning
gan: Mugdho, Aka Mohammad, et al.
Cyhoeddwyd: (2023)

Citrus leaf disease detection by image processing
gan: Chowdhury, Mahir Faisal, et al.
Cyhoeddwyd: (2024)

Violent activity detection through surveillance camera using deep learning
gan: Miah, Parvez, et al.
Cyhoeddwyd: (2023)

Deep learning based automated diagnosis of Ocular Toxoplasmosis in fundus images using convolutional neural network
gan: Choudhury, Prionto Kumar, et al.
Cyhoeddwyd: (2024)

Diabetic retinopathy detection and classification by using deep learning
gan: Hossain, Shahriar, et al.
Cyhoeddwyd: (2022)

A modern technique to detect potholes by Computer Vision and Deep Learning
gan: Saif, Muntasir Mahmud, et al.
Cyhoeddwyd: (2023)

Cassava leaf disease classification using deep learning and convolutional neural network ensemble
gan: Shahriar, Hasan, et al.
Cyhoeddwyd: (2022)

CancerCare: A reliable and secured self-supervising and interactive system using deep learning
gan: Khisa, Pushpakali, et al.
Cyhoeddwyd: (2024)

An active-learning based training-schedule for biomedical image segmentation on deep neural networks
gan: Hassan, Mehadi, et al.
Cyhoeddwyd: (2021)

Brain tumor segmentation from MRI images using convolutional neural networks
gan: Khan, Mushfiqur Rahman
Cyhoeddwyd: (2024)

Deep learning-based hybrid multi-task model for adrenocortical carcinoma segmentation and classification
gan: Datta, Nirjhor, et al.
Cyhoeddwyd: (2024)

Classification of peripheral blood cell images using deep learning
gan: Aadi, Oyshik Ahmed, et al.
Cyhoeddwyd: (2024)

Damaged road detection using Image Processing and Deep Learning
gan: Swadesh, Shimran Mahbub, et al.
Cyhoeddwyd: (2022)

Brac University continues to support students amid pandemic
gan: The Business Standard
Cyhoeddwyd: (2021)

Brac University ranks 3rd in University Rover Challenge
gan: Dhaka Tribune
Cyhoeddwyd: (2020)

Banglalink signs MoU with Bracu to facilitate students’ skill development
gan: Tribune Desk
Cyhoeddwyd: (2022)

BRAC University signs MoU with BFTI
gan: The Financial Express
Cyhoeddwyd: (2022)

Application of CNN based architectures in detection of distracted drivers
gan: Arafin, Irfana, et al.
Cyhoeddwyd: (2023)

Automated overtaking assistance system: a real-time approach using deep learning techniques
gan: Moonjarin, Musarrat, et al.
Cyhoeddwyd: (2023)

Recall-Net: A CNN-based Model for Four-class Classification of Alzheimer’s Disease
gan: Hasan, M. M. Kamrul, et al.
Cyhoeddwyd: (2022)

U-net Based Autonomous Fetal Segmentation From 2D and 3D Ultrasound Images
gan: Mithila, Maliha Tabassum, et al.
Cyhoeddwyd: (2022)

Skin disease detection and classification using deep learning
gan: Shuvon, Mehedi Hasan, et al.
Cyhoeddwyd: (2022)

An efficient deep learning approach to detect skin Cancer
gan: Islam, Ashfaqul, et al.
Cyhoeddwyd: (2022)