EAI4CC: deciphering lung and colon cancer categorization within a federated learning framework harnessing the power of explainable artificial intelligence

EAI4CC: deciphering lung and colon cancer categorization within a federated learning framework harnessing the power of explainable artificial intelligence

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

Manylion Llyfryddiaeth
Prif Awduron:	Mim, Ankhi Akter, Ashakin, Kazi Habibul, Hossain, Sadat, Orchi, Nabiha Tasnim, Him, Al Shahriar
Awduron Eraill:	Alam, Md. Ashraful
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	Brac University 2024
Pynciau:	CNN XAI AI DenseNet121 ResNet50 Federated learning GradCAM VGG16 Histopathological image Deep learning (Machine learning) Artificial intelligence > Medical applications Expert systems (Computer science)
Mynediad Ar-lein:	http://hdl.handle.net/10361/22879

Eitemau Tebyg

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Classification of retinal diseases from OCT images using deep learning models
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An interpretable diagnosis of retinal diseases using vision transformer and Grad-CAM
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Citrus leaf disease detection by image processing
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An interpretable transformer based approach to classify Malaria from blood cell images
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Explainable breast cancer detection from Histopathology images using transfer learning and XAI
gan: Farabi, Farhan, et al.
Cyhoeddwyd: (2023)

An interpretable deep learning approach to detect Alzheimer using MRI images
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Cyhoeddwyd: (2023)

CancerCare: A reliable and secured self-supervising and interactive system using deep learning
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Cyhoeddwyd: (2024)

Deep Learning based Medicinal Plants Leaf Recognition
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Detection of intracranial hemorrhage on CT scan images using convolutional neural network
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Cassava leaf disease classification using deep learning and convolutional neural network ensemble
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Cyhoeddwyd: (2022)

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

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

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

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

Categorization of human monkey-pox from skin lesion images based on transformer and ensemble learning using GRADCAM
gan: Hassan, Ibne, et al.
Cyhoeddwyd: (2023)

Early stage detection and classification of colon cancer using deep learning and explainable AI on histopathological images
gan: Hossain, Mainul, et al.
Cyhoeddwyd: (2022)

Using deep learning algorithms to detect violent activities
gan: Ammar, S.M. Rojin, et al.
Cyhoeddwyd: (2019)

Machine fault diagnosis using a modified transferable CNN
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Cyhoeddwyd: (2024)

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

Myocardial infarction detection using ECG signal applying deep learning techniques - ConvNet, VGG16, InceptionV3 and MobileNet
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A comparison of deep learning U‐Net architectures for semantic segmentation on panoramic X-ray images
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Cyhoeddwyd: (2024)

Gender classification in Bangla language using deep learning-based voice analysis
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An efficient deep learning approach to detect retinal disease using optical coherence tomographic images
gan: Khan, Farhan Sakib, et al.
Cyhoeddwyd: (2022)

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

Tomato leaf disease detection using Resnet-50 and MobileNet Architecture
gan: Tahamid, Abu
Cyhoeddwyd: (2021)

Image segmentation of X-Ray and optical images using U-Net/UNet++ based deep learning architecture
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Cyhoeddwyd: (2021)

Prediction of acute lymphoid leukemia using Privacy Preserving Neural Network
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Comprehensive fingerprint recognition utilizing one shot learning with Siamese Network
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Cyhoeddwyd: (2023)

A deep learning approach towards soft biometrics attributes prediction using CNN
gan: Kibria, Maharab, et al.
Cyhoeddwyd: (2022)

Prostate cancer detection using deep learning neural network with transfer learning approach
gan: Badhon, Ariful Islam Mahmud, et al.
Cyhoeddwyd: (2022)

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

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

Automated overtaking assistance system: a real-time approach using deep learning techniques
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Cyhoeddwyd: (2023)

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

Classiﬁcation of damaged vegetation areas using convolutional neural network over satellite images
gan: Haque, Samiha, et al.
Cyhoeddwyd: (2021)

Deep learning-based real-time pothole detection for avoiding road accident
gan: Basher, Rafsan, et al.
Cyhoeddwyd: (2022)

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

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