Explainable breast cancer detection from Histopathology images using transfer learning and XAI

Explainable breast cancer detection from Histopathology images using transfer learning and XAI

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2023.

Chi tiết về thư mục
Những tác giả chính:	Farabi, Farhan, Hossen, Farhan, Monsur, Farhan, Hossain, Mir Araf, Hasan, Md. Mohibul
Tác giả khác:	Rabiul Alam, Dr. Md. Golam
Định dạng:	Luận văn
Ngôn ngữ:	English
Được phát hành:	Brac University 2023
Những chủ đề:	AdaBoost Decision tree, Grad-CAM MobileNetV2 Random forest ResNet50V2 VGG19 XGBoost Machine learning Cognitive learning theory (Deep learning) Neural networks (Computer science) Image processing > Digital techniques.
Truy cập trực tuyến:	http://hdl.handle.net/10361/19951

Những quyển sách tương tự

Violent activity detection through surveillance camera using deep learning
Bằng: Miah, Parvez, et al.
Được phát hành: (2023)

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

Citrus leaf disease detection by image processing
Bằng: Chowdhury, Mahir Faisal, et al.
Được phát hành: (2024)

A comparative study of lung cancer prediction using deep learning
Bằng: Mugdho, Aka Mohammad, et al.
Được phát hành: (2023)

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

Skin disease detection and classification using deep learning
Bằng: Shuvon, Mehedi Hasan, et al.
Được phát hành: (2022)

Analyzing students’ concentration in online courses through Webcam
Bằng: Asif, Md., et al.
Được phát hành: (2024)

An efficient deep learning approach to detect retinal disease using optical coherence tomographic images
Bằng: Khan, Farhan Sakib, et al.
Được phát hành: (2022)

An interpretable deep learning approach to detect Alzheimer using MRI images
Bằng: Oni, Farhan Anzum, et al.
Được phát hành: (2023)

Evaluating the effectiveness of CNN-based models for diabetic retinopathy detection
Bằng: Niaz, H.M, et al.
Được phát hành: (2024)

Automatic waste classification using deep learning and computer vision techniques
Bằng: Akash, MD., et al.
Được phát hành: (2023)

Detection of intracranial hemorrhage on CT scan images using convolutional neural network
Bằng: Rahman, Afridi Ibn, et al.
Được phát hành: (2022)

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

Approaching transfer learning to identify correctly worn facial masks
Bằng: Sadid, Tausif, et al.
Được phát hành: (2021)

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

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

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

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

Comprehensive fingerprint recognition utilizing one shot learning with Siamese Network
Bằng: Zaman, Sara Milham, et al.
Được phát hành: (2023)

Early detection of chronic kidney disease using machine learning
Bằng: Abrar, Tahmid, et al.
Được phát hành: (2019)

Skin cancer classification for seven types of skin lesions
Bằng: Rahman, Md. Tawsifur, et al.
Được phát hành: (2024)

Deep learning-based waste classification system for efficient waste management
Bằng: Nakib, Abdullah Al, et al.
Được phát hành: (2022)

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

Real-time crime detection using convolutional LSTM and YOLOv7
Bằng: Sakiba, Cyrus, et al.
Được phát hành: (2023)

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

Heart disease prediction using techniques of classification in machine learning
Bằng: Afrose, Sadia, et al.
Được phát hành: (2021)

Classification and Explanation of Different Internet of Things (IoT) Network Attacks using Machine Learning, Deep Learning and XAI
Bằng: Tasnim, Anika, et al.
Được phát hành: (2022)

Classiﬁcation of damaged vegetation areas using convolutional neural network over satellite images
Bằng: Haque, Samiha, et al.
Được phát hành: (2021)

An interpretable transformer based approach to classify Malaria from blood cell images
Bằng: Islam, Mehafuza, et al.
Được phát hành: (2023)

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

Identifying brain abnormalities using image processing and CNN models
Bằng: Talukder, Ismat Shehrin, et al.
Được phát hành: (2021)

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

Simulation based distracted driver detection system using alcohol sensor and fusion of bioelectric signals to disseminate them through V2V/V2I to alleviate risky driving
Bằng: Sikder, Md. Sarfaraj, et al.
Được phát hành: (2019)

Covid-19 infected lung detection using machine learning
Bằng: Islam, Md. Muntaha, et al.
Được phát hành: (2022)

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

Tomato leaf disease detection using convolutional neural network
Bằng: Hasan, Md. Riazul, et al.
Được phát hành: (2023)

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

Cassava leaf disease classification using deep learning and convolutional neural network ensemble
Bằng: Shahriar, Hasan, et al.
Được phát hành: (2022)

Prediction of earthquakes: a step towards predicting the unpredictable
Bằng: Chowdhury, Maheen, et al.
Được phát hành: (2023)

Stock market prediction using ensemble learning
Bằng: Rabbani, Rakin Bin, et al.
Được phát hành: (2021)