A deep learning approach for pneumonia classiﬁcation from chest X-Ray images with ensemble modelling and explainable AI

A deep learning approach for pneumonia classiﬁcation from chest X-Ray images with ensemble modelling and explainable AI

This thesis is submitted in partial fulfillment of the requirements for the degree of Master of Science in Computer Science and Engineering, 2021.

Sonraí bibleagrafaíochta
Príomhchruthaitheoir:	Akhter, Nasrin
Rannpháirtithe:	Alam, Md. Ashraful
Formáid:	Tráchtas
Teanga:	English
Foilsithe / Cruthaithe:	Brac University 2023
Ábhair:	Pneumonia Chest x-ray Transfer learning Convolutional neural network VGG16 VGG19 ResNet50 ResNet101 Inception V3 PNEXAI Machine learning Artificial intelligence
Rochtain ar líne:	http://hdl.handle.net/10361/21826

Míreanna comhchosúla

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

Covid-19 infected lung detection using machine learning
de réir: Islam, Md. Muntaha, et al.
Foilsithe / Cruthaithe: (2022)

Detecting brain tumor using deep neural networks from MRI images
de réir: Imamuzzaman, A.S.M., et al.
Foilsithe / Cruthaithe: (2021)

Citrus leaf disease detection by image processing
de réir: Chowdhury, Mahir Faisal, et al.
Foilsithe / Cruthaithe: (2024)

CancerCare: A reliable and secured self-supervising and interactive system using deep learning
de réir: Khisa, Pushpakali, et al.
Foilsithe / Cruthaithe: (2024)

Detection of pneumonia from chest X-ray images using machine learning
de réir: Priya, Afsana Rahman, et al.
Foilsithe / Cruthaithe: (2023)

Identifying brain abnormalities using image processing and CNN models
de réir: Talukder, Ismat Shehrin, et al.
Foilsithe / Cruthaithe: (2021)

Bone age comparison using convolutional neural network
de réir: Nawaz, Fariha, et al.
Foilsithe / Cruthaithe: (2019)

Alzheimer’s Disease detection and classification using transfer learning techniques and ensembling operations on convolutional neural networks
de réir: Awwal, Alvina, et al.
Foilsithe / Cruthaithe: (2021)

Detection of intracranial hemorrhage on CT scan images using convolutional neural network
de réir: Rahman, Afridi Ibn, et al.
Foilsithe / Cruthaithe: (2022)

An efficient deep learning approach to detect retinal disease using optical coherence tomographic images
de réir: Khan, Farhan Sakib, et al.
Foilsithe / Cruthaithe: (2022)

Detection of coronary artery blockage at an early stage using effective deep learning technique
de réir: Promit, Tahmid Ashrafee, et al.
Foilsithe / Cruthaithe: (2023)

Deep learning based automated diagnosis of Ocular Toxoplasmosis in fundus images using convolutional neural network
de réir: Choudhury, Prionto Kumar, et al.
Foilsithe / Cruthaithe: (2024)

Analyzing students’ concentration in online courses through Webcam
de réir: Asif, Md., et al.
Foilsithe / Cruthaithe: (2024)

Multi-classification Network for Detecting Skin Diseases using Deep Learning and XAI
de réir: Athina, Fahima Hasan, et al.
Foilsithe / Cruthaithe: (2022)

Prediction of glaucoma from fundus images leveraging transfer learning in deep neural network
de réir: Ismail, Sayem Mohammad, et al.
Foilsithe / Cruthaithe: (2021)

Kidney Disease detection and classification from CT Images using Watershed Segmentation and Deep Learning.
de réir: Hossain, Mohammad Sakib, et al.
Foilsithe / Cruthaithe: (2023)

EAI4CC: deciphering lung and colon cancer categorization within a federated learning framework harnessing the power of explainable artificial intelligence
de réir: Mim, Ankhi Akter, et al.
Foilsithe / Cruthaithe: (2024)

An efficient face recognition model using multiple angular images and deep neural network architecture
de réir: Subah, Silma, et al.
Foilsithe / Cruthaithe: (2024)

Skin lesion classification using different CNN models
de réir: Oli, Md. Yahea Sultan
Foilsithe / Cruthaithe: (2023)

MalFam: a comprehensive study on malware families with state-of-the-art CNN architectures with classifications and XAI
de réir: Haque, Abid Hossain, et al.
Foilsithe / Cruthaithe: (2024)

A comparative study of lung cancer prediction using deep learning
de réir: Mugdho, Aka Mohammad, et al.
Foilsithe / Cruthaithe: (2023)

FoodieCal: a convolutional neural network based food detection and calorie estimation system
de réir: Mashraf, Chowdhury Zerif, et al.
Foilsithe / Cruthaithe: (2021)

Thoracic complication detection on chest X-rays using deep learning
de réir: Ratul, Rizwanul Hoque, et al.
Foilsithe / Cruthaithe: (2021)

Cassava leaf disease classification using deep learning and convolutional neural network ensemble
de réir: Shahriar, Hasan, et al.
Foilsithe / Cruthaithe: (2022)

Speech command classification based on deep neural networks
de réir: Hossain, Md. Sakib, et al.
Foilsithe / Cruthaithe: (2023)

Deep learning-based waste classification system for efficient waste management
de réir: Nakib, Abdullah Al, et al.
Foilsithe / Cruthaithe: (2022)

An Efficient deep learning approach to detect Brain Tumor using MRI images
de réir: Islam, Annur Tasnim, et al.
Foilsithe / Cruthaithe: (2022)

Tomato leaf disease detection using convolutional neural network
de réir: Hasan, Md. Riazul, et al.
Foilsithe / Cruthaithe: (2023)

Unmasking malignancy of lung nodule using a modernized ConvNet toward the design of a vision transformer
de réir: Reza, Jamil Ur, et al.
Foilsithe / Cruthaithe: (2023)

An Analysis on Bengali handwritten conjunct character recognition and prediction
de réir: Munawar, Maazin, et al.
Foilsithe / Cruthaithe: (2021)

Classiﬁcation of damaged vegetation areas using convolutional neural network over satellite images
de réir: Haque, Samiha, et al.
Foilsithe / Cruthaithe: (2021)

Explainable breast cancer detection from Histopathology images using transfer learning and XAI
de réir: Farabi, Farhan, et al.
Foilsithe / Cruthaithe: (2023)

Homomorphic encryption on deep learning in accurate prediction of brain tumour
de réir: Sarwar, Arafat, et al.
Foilsithe / Cruthaithe: (2023)

Detection of prodromal parkinson’s disease with fMRI data and deep neural network approaches
de réir: Shahriar, Farhan, et al.
Foilsithe / Cruthaithe: (2021)

A deep learning approach to depression detection based on Convolutional Neural Networks and Transfer Learning
de réir: Sarmi, Kaniz Fatima, et al.
Foilsithe / Cruthaithe: (2022)

Violent activity detection through surveillance camera using deep learning
de réir: Miah, Parvez, et al.
Foilsithe / Cruthaithe: (2023)

Deep neural network models for COVID-19 diagnosis from CT-Scan, explainability and analysis using trained models
de réir: Islam, Tahsin, et al.
Foilsithe / Cruthaithe: (2021)

Skin cancer classification for seven types of skin lesions
de réir: Rahman, Md. Tawsifur, et al.
Foilsithe / Cruthaithe: (2024)

Brain tumor segmentation from MRI images using convolutional neural networks
de réir: Khan, Mushfiqur Rahman
Foilsithe / Cruthaithe: (2024)