An interpretable diagnosis of retinal diseases using vision transformer and Grad-CAM

An interpretable diagnosis of retinal diseases using vision transformer and Grad-CAM

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2024.

書目詳細資料
Main Authors:	Bhuiyan, Mahdi Hasan, Haldar, Sumit, Chowdhury, Maisha Shabnam, Bushra, Nazifa, Jilan, Tahsin Zaman
其他作者:	Alam, Md. Ashraful
格式:	Thesis
語言:	English
出版:	Brac University 2024
主題:	Disease detection Ocular diseases screening GradCAM Deep learning Vision transformers Retinal diseases Neural networks (Computer science) Eye > Diseases Deep learning (Machine learning)
在線閱讀:	http://hdl.handle.net/10361/22888

相似書籍

Classification of retinal diseases from OCT images using deep learning models
由: Mokarrom, Md Saif, et al.
出版: (2024)

Efficient image processing and machine learning approach for predicting retinal diseases
由: Hasib, Mehadi Hasan, et al.
出版: (2021)

Protovision: utilizing prototypical networks for retinal diseases classification based on few-shot learning
由: Nabil, Sheikh MD. Nafis Noor, et al.
出版: (2024)

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

An interpretable transformer based approach to classify Malaria from blood cell images
由: Islam, Mehafuza, et al.
出版: (2023)

RetinalNet-500: a newly developed CNN model for eye disease detection
由: Toki, Sadikul Alim, et al.
出版: (2023)

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

Deep Learning based Medicinal Plants Leaf Recognition
由: Mahalanabish, Tonusri
出版: (2023)

Microneedle mediated approaches in Ocular drug delivery
由: Ahmed, Tanvir
出版: (2022)

An efficient deep learning approach to detect citrus leaves disease
由: Emon, Shaharear Hossain, et al.
出版: (2024)

Plant leaf disease identification
由: Hasan Mahin, Mohammad Rakibul, et al.
出版: (2024)

An implementation and analysis of deep learning models for the detection of wheat diseases
由: Zubair, Ahmad, et al.
出版: (2024)

Exploring machine learning techniques for symptom-based detection of livestock diseases
由: Niloy, Mahir Ahmed, et al.
出版: (2024)

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

Diabetic retinopathy detection using machine learning
由: Maliha, Maisha, et al.
出版: (2018)

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

Enhancing Monkeypox diagnosis: a machine learning approach for skin lession classification
由: Nazmee, Namirah, et al.
出版: (2024)

A secured federated learning system leveraging confidence score to identify retinal disease
由: Eshan, M Sakib Osman, et al.
出版: (2023)

An eﬃcient deep learning approach for detecting lung disease from chest X-ray images using transfer learning and ensemble modeling
由: Sagor, Mostofa Kamal, et al.
出版: (2021)

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

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

Automated detection of Malignant Lesions in the ovary using deep learning models and XAI
由: Ifty, Md. Hasin Sarwar, et al.
出版: (2024)

Heart disease prediction using machine learning algorithms
由: Ali, Musfiq, et al.
出版: (2019)

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

Classification of respiratory diseases and COVID-19 from respiratory and cough sound using deep learning techniques
由: Ahasan, Md. Mubtasim, et al.
出版: (2022)

Detection and classification of Mango Leaf diseases utilizing convolutional neural network models
由: Ferdous, Md.Rubaiat, et al.
出版: (2024)

CattleSavior: towards implementing an advanced external disease detection system through deep learning
由: Das, Rantu, et al.
出版: (2024)

Nursing care in eye, ear, nose, and throat disorders
出版: (1974)

An efficient deep learning approach for detecting Alzheimer’s disease using brain images
由: Sani, Mehedi Hasan, et al.
出版: (2022)

Leveraging deep learning algorithms for the timely detection of diseases in bean leaves
由: Fiona, Driciru, et al.
出版: (2024)

DeepWPD: A deep learning based wavelet packet decomposition to remove Moiré pattern from screen capture images.
由: Khan, Ibrahim
出版: (2023)

Determining fatal heart failure risks in patients diagnosed with chronic kidney disease: a machine learning approach
由: Haque, Adiba, et al.
出版: (2022)

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

Comparative analysis of machine learning models for the prediction of asthma disease among the cardiovascular disease patients
由: Jahan, Asif
出版: (2024)

Machine learning approach for ECG analysis and predicting different heart diseases
由: Tithi, Sushmita Roy, et al.
出版: (2019)

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

Application of deep learning in MRI classification of Schizophrenia
由: Joyee, Ramisa Fariha, et al.
出版: (2024)

Explainable AI (XAI) driven skin cancer detection using transformer and CNN based architecture
由: Radiah, Faiza, et al.
出版: (2024)

Comparison of machine learning techniques to predict cardiovascular disease
由: Jaber, Mir Mohammad, et al.
出版: (2019)

Thoracic complication detection on chest X-rays using deep learning
由: Ratul, Rizwanul Hoque, et al.
出版: (2021)