Critical retinal disease detection from optical coherence tomography images by deep convolutional neural network and explainable machine learning

Critical retinal disease detection from optical coherence tomography images by deep convolutional neural network and explainable machine learning

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

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριοι συγγραφείς:	Datta, Pranab, Islam, Saniul, Das, Retuparna, Zabir, Mihiran Uddin
Άλλοι συγγραφείς:	Alam, Md. Golam Rabiul
Μορφή:	Thesis
Γλώσσα:	English
Έκδοση:	Brac University 2021
Θέματα:	Machine Learning Image classification Artificial Intelligence Optical Coherence Tomography CNN Inception V3 Resnet50 VGG16 Xception Black Box LRP
Διαθέσιμο Online:	http://hdl.handle.net/10361/15762

Παρόμοια τεκμήρια

An efficient deep learning approach to detect retinal disease using optical coherence tomographic images
ανά: Khan, Farhan Sakib, κ.ά.
Έκδοση: (2022)

Retinal Diseases Detection using Deep Learning
ανά: Mashfi, Shahriar, κ.ά.
Έκδοση: (2023)

Cassava leaf disease classification using deep learning and convolutional neural network ensemble
ανά: Shahriar, Hasan, κ.ά.
Έκδοση: (2022)

An efficient deep learning approach to detect neurodegenerative diseases using retinal images
ανά: Irfanuddin, Chowdhury Mohammad, κ.ά.
Έκδοση: (2023)

Diabetic retinopathy detection using machine learning
ανά: Maliha, Maisha, κ.ά.
Έκδοση: (2018)

Classiﬁcation of damaged vegetation areas using convolutional neural network over satellite images
ανά: Haque, Samiha, κ.ά.
Έκδοση: (2021)

Detection of intracranial hemorrhage on CT scan images using convolutional neural network
ανά: Rahman, Afridi Ibn, κ.ά.
Έκδοση: (2022)

A deep learning approach to depression detection based on Convolutional Neural Networks and Transfer Learning
ανά: Sarmi, Kaniz Fatima, κ.ά.
Έκδοση: (2022)

Brain tumor detection with convolutional neural network
ανά: Galib, Abrar Tahmid, κ.ά.
Έκδοση: (2024)

Kidney Disease detection and classification from CT Images using Watershed Segmentation and Deep Learning.
ανά: Hossain, Mohammad Sakib, κ.ά.
Έκδοση: (2023)

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

Corn leaf disease detection using deep convolution neural network
ανά: Rabbi, Rawhatur, κ.ά.
Έκδοση: (2023)

Implementing temporally coherent clustering on student activity to predict exam performance & optimizing the learning pathway through markov chain analysis
ανά: Anough, Ahmed Saquif Alam, κ.ά.
Έκδοση: (2019)

Multi-classification Network for Detecting Skin Diseases using Deep Learning and XAI
ανά: Athina, Fahima Hasan, κ.ά.
Έκδοση: (2022)

RetinalNet-500: a newly developed CNN model for eye disease detection
ανά: Toki, Sadikul Alim, κ.ά.
Έκδοση: (2023)

Heart disease prediction using machine learning algorithms
ανά: Ali, Musfiq, κ.ά.
Έκδοση: (2019)

Classification of retinal diseases from OCT images using deep learning models
ανά: Mokarrom, Md Saif, κ.ά.
Έκδοση: (2024)

Tomato leaf disease detection using convolutional neural network
ανά: Hasan, Md. Riazul, κ.ά.
Έκδοση: (2023)

Skin cancer detection and classification using multiple optimized deep convolutional neural network
ανά: Sakir, Adnan, κ.ά.
Έκδοση: (2023)

Public vehicle ETA system using machine learning
ανά: Kabir, Md. Miraz, κ.ά.
Έκδοση: (2018)

Predicting depression in Bangladeshi undergraduates using machine learning
ανά: Choudhury, Ahnaf Atef, κ.ά.
Έκδοση: (2019)

Analysis of the impact of online education using EEG signals and machine learning algorithms
ανά: Hoque, Ehsanul, κ.ά.
Έκδοση: (2021)

Demystifying black-box learning models of rumor detection from social media posts
ανά: Tafannum, Faiza, κ.ά.
Έκδοση: (2021)

Explainable artificial intelligence and model calibration for water quality prediction
ανά: Hellen, Nakayiza
Έκδοση: (2022)

Deep convolutional GAN-based data augmentation for medical image classification
ανά: Datta, Joy, κ.ά.
Έκδοση: (2022)

Citrus leaf disease detection by image processing
ανά: Chowdhury, Mahir Faisal, κ.ά.
Έκδοση: (2024)

Implementing machine learning techniques to forecast floods In Bangladesh based on historical data
ανά: Toufique, S.M, κ.ά.
Έκδοση: (2024)

Alumni opportunities using machine learning
ανά: Siaum, Arshif Sharlimin, κ.ά.
Έκδοση: (2019)

Machine learning as an indicator for breast cancer prediction
ανά: Shadman, Tahsin Mohammed, κ.ά.
Έκδοση: (2019)

Diabetic retinopathy detection and classification by using deep learning
ανά: Hossain, Shahriar, κ.ά.
Έκδοση: (2022)

A secured federated learning system leveraging confidence score to identify retinal disease
ανά: Eshan, M Sakib Osman, κ.ά.
Έκδοση: (2023)

Explainable Deepfake video detection using Convolutional Neural Network and CapsuleNet
ανά: Ishrak, Gazi Hasin, κ.ά.
Έκδοση: (2022)

Chronic kidney disease detection using ensemble classi ers and feature set reduction
ανά: Shawan, Naveed Rahman, κ.ά.
Έκδοση: (2019)

Deep learning based automated diagnosis of Ocular Toxoplasmosis in fundus images using convolutional neural network
ανά: Choudhury, Prionto Kumar, κ.ά.
Έκδοση: (2024)

Observing mega cities to grow from space and predicting its growth using machine learning techniques
ανά: Chakma, Mitesh, κ.ά.
Έκδοση: (2018)

Child Safe Browser Extension: A Browser Extension to Detect Adultery and Violent Content to Make Safer Web for Children
ανά: Alhossen, Md., κ.ά.
Έκδοση: (2021)

Pattern recognition with Quantum Support Vector Machine(QSVM) on near term quantum processors.
ανά: Ahmed, Sajjad
Έκδοση: (2019)

Early detection of diabetic retinopathy using deep learning techniques
ανά: Gomes, Veronica Jessica, κ.ά.
Έκδοση: (2022)

Detection and classification of Mango Leaf diseases utilizing convolutional neural network models
ανά: Ferdous, Md.Rubaiat, κ.ά.
Έκδοση: (2024)

Deep learning approaches for Bengali cyberbullying cetection on social media: a comparative study of BiLSTM, BiGRU and BERT models
ανά: Fahim, Kaji Mehedi Hasan, κ.ά.
Έκδοση: (2024)