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.

Sonraí bibleagrafaíochta
Príomhchruthaitheoirí:	Khan, Farhan Sakib, Ferdaus, Nowshin, Hossain, Tamim, Islam, Quazi Sabrina, Islam, Md. Iftakharul
Rannpháirtithe:	Alam, Md. Ashraful
Formáid:	Tráchtas
Teanga:	English
Foilsithe / Cruthaithe:	Brac University 2022
Ábhair:	Convolutional neural network Optical coherence tomography Deep learning Retinal Disease VGG16 VGG19 MobNetV2 ResNet50 DenseNet121 InceptionV3 InceptionResNetV2 Neural networks (Computer science)
Rochtain ar líne:	http://hdl.handle.net/10361/17570

Míreanna comhchosúla

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

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

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

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

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)

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

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

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

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 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 for pneumonia classiﬁcation from chest X-Ray images with ensemble modelling and explainable AI
de réir: Akhter, Nasrin
Foilsithe / Cruthaithe: (2023)

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

FoodieCal: a convolutional neural network based food detection and calorie estimation system
de réir: Mashraf, Chowdhury Zerif, 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)

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

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

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

Approaching transfer learning to identify correctly worn facial masks
de réir: Sadid, Tausif, et al.
Foilsithe / Cruthaithe: (2021)

An efficient deep learning approach to detect neurodegenerative diseases using retinal images
de réir: Irfanuddin, Chowdhury Mohammad, et al.
Foilsithe / Cruthaithe: (2023)

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

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

Skin disease detection and classification using deep learning
de réir: Shuvon, Mehedi Hasan, et al.
Foilsithe / Cruthaithe: (2022)

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

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

Plant disease diagnosis using deep transfer learning architectures- VGG19, MobileNetV2 and Inception-V3
de réir: Kobra, Khadija-Tul, et al.
Foilsithe / Cruthaithe: (2022)

Diabetic retinopathy detection and classification by using deep learning
de réir: Hossain, Shahriar, 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)

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

Evaluating the effectiveness of CNN-based models for diabetic retinopathy detection
de réir: Niaz, H.M, et al.
Foilsithe / Cruthaithe: (2024)

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

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

Myocardial infarction detection using ECG signal applying deep learning techniques - ConvNet, VGG16, InceptionV3 and MobileNet
de réir: Promita, Samanta Tabassum, et al.
Foilsithe / Cruthaithe: (2022)

An interpretable deep learning approach to detect Alzheimer using MRI images
de réir: Oni, Farhan Anzum, et al.
Foilsithe / Cruthaithe: (2023)

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

An efficient approach for recyclable waste detection and classification using image processing techniques
de réir: Chowdhury, Prabal Kumar, et al.
Foilsithe / Cruthaithe: (2024)

Automatic waste classification using deep learning and computer vision techniques
de réir: Akash, MD., 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)

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)

Obscure face recognition using deep neural networks
de réir: Akash, MD Shahadat Hossain, et al.
Foilsithe / Cruthaithe: (2023)

Early detection of cervical cancer using deep neural networks
de réir: Akhund, Atoshi, et al.
Foilsithe / Cruthaithe: (2023)