An efficient deep learning approach to detect retinal disease using optical coherence tomographic images

An efficient deep learning approach to detect retinal disease using optical coherence tomographic images

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2022.

Manylion Llyfryddiaeth
Prif Awduron:	Khan, Farhan Sakib, Ferdaus, Nowshin, Hossain, Tamim, Islam, Quazi Sabrina, Islam, Md. Iftakharul
Awduron Eraill:	Alam, Md. Ashraful
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	Brac University 2022
Pynciau:	Convolutional neural network Optical coherence tomography Deep learning Retinal Disease VGG16 VGG19 MobNetV2 ResNet50 DenseNet121 InceptionV3 InceptionResNetV2 Neural networks (Computer science)
Mynediad Ar-lein:	http://hdl.handle.net/10361/17570

Eitemau Tebyg

Detection of intracranial hemorrhage on CT scan images using convolutional neural network
gan: Rahman, Afridi Ibn, et al.
Cyhoeddwyd: (2022)

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

Analyzing students’ concentration in online courses through Webcam
gan: Asif, Md., et al.
Cyhoeddwyd: (2024)

Prediction of glaucoma from fundus images leveraging transfer learning in deep neural network
gan: Ismail, Sayem Mohammad, et al.
Cyhoeddwyd: (2021)

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

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

Covid-19 infected lung detection using machine learning
gan: Islam, Md. Muntaha, et al.
Cyhoeddwyd: (2022)

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

Alzheimer’s Disease detection and classification using transfer learning techniques and ensembling operations on convolutional neural networks
gan: Awwal, Alvina, et al.
Cyhoeddwyd: (2021)

Detection of prodromal parkinson’s disease with fMRI data and deep neural network approaches
gan: Shahriar, Farhan, et al.
Cyhoeddwyd: (2021)

A deep learning approach for pneumonia classiﬁcation from chest X-Ray images with ensemble modelling and explainable AI
gan: Akhter, Nasrin
Cyhoeddwyd: (2023)

Critical retinal disease detection from optical coherence tomography images by deep convolutional neural network and explainable machine learning
gan: Datta, Pranab, et al.
Cyhoeddwyd: (2021)

FoodieCal: a convolutional neural network based food detection and calorie estimation system
gan: Mashraf, Chowdhury Zerif, et al.
Cyhoeddwyd: (2021)

Kidney Disease detection and classification from CT Images using Watershed Segmentation and Deep Learning.
gan: Hossain, Mohammad Sakib, et al.
Cyhoeddwyd: (2023)

A hybrid FL-enabled ensemble approach for lung disease diagnosis leveraging fusion of SWIN transformer and CNN
gan: Chowdhury, Asif Hasan, et al.
Cyhoeddwyd: (2023)

A hybrid FL-Enabled ensemble approach for lung disease diagnosis leveraging fusion of SWIN transformer and CNN
gan: Chowdhury, Asif Hasan, et al.
Cyhoeddwyd: (2023)

An efficient face recognition model using multiple angular images and deep neural network architecture
gan: Subah, Silma, et al.
Cyhoeddwyd: (2024)

Approaching transfer learning to identify correctly worn facial masks
gan: Sadid, Tausif, et al.
Cyhoeddwyd: (2021)

An efficient deep learning approach to detect neurodegenerative diseases using retinal images
gan: Irfanuddin, Chowdhury Mohammad, et al.
Cyhoeddwyd: (2023)

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

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

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

Skin cancer classification for seven types of skin lesions
gan: Rahman, Md. Tawsifur, et al.
Cyhoeddwyd: (2024)

Identifying brain abnormalities using image processing and CNN models
gan: Talukder, Ismat Shehrin, et al.
Cyhoeddwyd: (2021)

Plant disease diagnosis using deep transfer learning architectures- VGG19, MobileNetV2 and Inception-V3
gan: Kobra, Khadija-Tul, et al.
Cyhoeddwyd: (2022)

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

An Efficient deep learning approach to detect Brain Tumor using MRI images
gan: Islam, Annur Tasnim, et al.
Cyhoeddwyd: (2022)

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

Evaluating the effectiveness of CNN-based models for diabetic retinopathy detection
gan: Niaz, H.M, et al.
Cyhoeddwyd: (2024)

Tomato leaf disease detection using convolutional neural network
gan: Hasan, Md. Riazul, et al.
Cyhoeddwyd: (2023)

Bone age comparison using convolutional neural network
gan: Nawaz, Fariha, et al.
Cyhoeddwyd: (2019)

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

An interpretable deep learning approach to detect Alzheimer using MRI images
gan: Oni, Farhan Anzum, et al.
Cyhoeddwyd: (2023)

Explainable breast cancer detection from Histopathology images using transfer learning and XAI
gan: Farabi, Farhan, et al.
Cyhoeddwyd: (2023)

An efficient approach for recyclable waste detection and classification using image processing techniques
gan: Chowdhury, Prabal Kumar, et al.
Cyhoeddwyd: (2024)

Automatic waste classification using deep learning and computer vision techniques
gan: Akash, MD., et al.
Cyhoeddwyd: (2023)

Deep neural network models for COVID-19 diagnosis from CT-Scan, explainability and analysis using trained models
gan: Islam, Tahsin, et al.
Cyhoeddwyd: (2021)

A deep learning approach to depression detection based on Convolutional Neural Networks and Transfer Learning
gan: Sarmi, Kaniz Fatima, et al.
Cyhoeddwyd: (2022)

Obscure face recognition using deep neural networks
gan: Akash, MD Shahadat Hossain, et al.
Cyhoeddwyd: (2023)

Early detection of cervical cancer using deep neural networks
gan: Akhund, Atoshi, et al.
Cyhoeddwyd: (2023)