Cargando…

Multiclass classification of breast cancer histopathology images using multilevel features of deep convolutional neural network

Breast cancer is a common malignancy and a leading cause of cancer-related deaths in women worldwide. Its early diagnosis can significantly reduce the morbidity and mortality rates in women. To this end, histopathological diagnosis is usually followed as the gold standard approach. However, this pro...

Descripción completa

Detalles Bibliográficos
Autores principales:	Hameed, Zabit, Garcia-Zapirain, Begonya, Aguirre, José Javier, Isaza-Ruget, Mario Arturo
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Nature Publishing Group UK 2022
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9649689/ https://www.ncbi.nlm.nih.gov/pubmed/36114214 http://dx.doi.org/10.1038/s41598-022-19278-2

Ejemplares similares

Breast Cancer Histopathology Image Classification Using an Ensemble of Deep Learning Models
por: Hameed, Zabit, et al.
Publicado: (2020)

Multiclass Convolution Neural Network for Classification of COVID-19 CT Images
por: Woan Ching, Serena Low, et al.
Publicado: (2022)

Classification of Multiclass Histopathological Breast Images Using Residual Deep Learning
por: Eltoukhy, Mohamed Meselhy, et al.
Publicado: (2022)

Multiclass Arrhythmia Detection and Classification From Photoplethysmography Signals Using a Deep Convolutional Neural Network
por: Liu, Zengding, et al.
Publicado: (2022)

Multiclass Mask Classification with a New Convolutional Neural Model and Its Real-Time Implementation
por: Campos, Alexis, et al.
Publicado: (2023)

Multiclass Classification of Metrologically Resourceful Tripartite Quantum States with Deep Neural Networks
por: Rizvi, Syed Muhammad Abuzar, et al.
Publicado: (2022)

An integrated framework for breast mass classification and diagnosis using stacked ensemble of residual neural networks
por: Baccouche, Asma, et al.
Publicado: (2022)

Multiclass classification of whole‐body scintigraphic images using a self‐defined convolutional neural network with attention modules
por: Lin, Qiang, et al.
Publicado: (2021)

Multiclass Skin Lesion Classification Using Hybrid Deep Features Selection and Extreme Learning Machine
por: Afza, Farhat, et al.
Publicado: (2022)

Computer-Aided Multiclass Classification of Corn from Corn Images Integrating Deep Feature Extraction
por: Kishore, Bhamidipati, et al.
Publicado: (2022)

Stable feature selection and classification algorithms for multiclass microarray data
por: Student, Sebastian, et al.
Publicado: (2012)

3D convolutional neural networks-based multiclass classification of Alzheimer’s and Parkinson’s diseases using PET and SPECT neuroimaging modalities
por: Tufail, Ahsan Bin, et al.
Publicado: (2021)

Large scale tissue histopathology image classification, segmentation, and visualization via deep convolutional activation features
por: Xu, Yan, et al.
Publicado: (2017)

Skin Lesion Segmentation and Multiclass Classification Using Deep Learning Features and Improved Moth Flame Optimization
por: Khan, Muhammad Attique, et al.
Publicado: (2021)

Automatic migraine classification via feature selection committee and machine learning techniques over imaging and questionnaire data
por: Garcia-Chimeno, Yolanda, et al.
Publicado: (2017)

Multiclass classification of imagined speech EEG using noise-assisted multivariate empirical mode decomposition and multireceptive field convolutional neural network
por: Park, Hyeong-jun, et al.
Publicado: (2023)

Iterative ensemble feature selection for multiclass classification of imbalanced microarray data
por: Yang, Junshan, et al.
Publicado: (2016)

Covid-19 classification by FGCNet with deep feature fusion from graph convolutional network and convolutional neural network
por: Wang, Shui-Hua, et al.
Publicado: (2021)

A histopathological image classification method for cholangiocarcinoma based on spatial-channel feature fusion convolution neural network
por: Zhou, Hui, et al.
Publicado: (2023)

Convolutional Neural Networks for Semantic Segmentation as a Tool for Multiclass Face Analysis in Thermal Infrared
por: Müller, David, et al.
Publicado: (2021)

Light-Dermo: A Lightweight Pretrained Convolution Neural Network for the Diagnosis of Multiclass Skin Lesions
por: Baig, Abdul Rauf, et al.
Publicado: (2023)

Multilevel Strip Pooling-Based Convolutional Neural Network for the Classification of Carotid Plaque Echogenicity
por: Ma, Wei, et al.
Publicado: (2021)

Rise of Deep Learning Clinical Applications and Challenges in Omics Data: A Systematic Review
por: Mohammed, Mazin Abed, et al.
Publicado: (2023)

Leveraging Attention-Based Convolutional Neural Networks for Meningioma Classification in Computational Histopathology
por: Sehring, Jannik, et al.
Publicado: (2023)

Efficient Feature Selection and Multiclass Classification with Integrated Instance and Model Based Learning
por: Liu, Zhenqiu, et al.
Publicado: (2012)

Multiclass Classification of Cardiac Arrhythmia Using Improved Feature Selection and SVM Invariants
por: Mustaqeem, Anam, et al.
Publicado: (2018)

FabNet: A Features Agglomeration-Based Convolutional Neural Network for Multiscale Breast Cancer Histopathology Images Classification
por: Amin, Muhammad Sadiq, et al.
Publicado: (2023)

Gas Classification Using Deep Convolutional Neural Networks
por: Peng, Pai, et al.
Publicado: (2018)

Automated Categorization of Multiclass Welding Defects Using the X-ray Image Augmentation and Convolutional Neural Network
por: Say, Dalila, et al.
Publicado: (2023)

Land Use Classification of the Deep Convolutional Neural Network Method Reducing the Loss of Spatial Features
por: Yao, Xuedong, et al.
Publicado: (2019)

Predicting aggressive histopathological features in esophageal cancer with positron emission tomography using a deep convolutional neural network
por: Yeh, Joe Chao-Yuan, et al.
Publicado: (2021)

Multiclass Classification Based on Combined Motor Imageries
por: Lindig-León, Cecilia, et al.
Publicado: (2020)

DeepMC-iNABP: Deep learning for multiclass identification and classification of nucleic acid-binding proteins
por: Cui, Feifei, et al.
Publicado: (2022)

Multilevel and Multiscale Feature Aggregation in Deep Networks for Facial Constitution Classification
por: Huan, Er-Yang, et al.
Publicado: (2019)

Classification of healthcare data using hybridised fuzzy and convolutional neural network
por: Ramasamy, Balamurugan, et al.
Publicado: (2019)

Classification of crystallization outcomes using deep convolutional neural networks
por: Bruno, Andrew E., et al.
Publicado: (2018)

An application of convolutional neural networks with salient features for relation classification
por: Dashdorj, Zolzaya, et al.
Publicado: (2019)

Spatial-Frequency Feature Learning and Classification of Motor Imagery EEG Based on Deep Convolution Neural Network
por: Miao, Minmin, et al.
Publicado: (2020)

An automatic nuclei segmentation method based on deep convolutional neural networks for histopathology images
por: Jung, Hwejin, et al.
Publicado: (2019)

An Efficient Combination of Convolutional Neural Network and LightGBM Algorithm for Lung Cancer Histopathology Classification
por: Hamed, Esraa A.-R., et al.
Publicado: (2023)

Cannot write session to /tmp/vufind_sessions/sess_k9h0uvd6d1ln7kh3a92pivglk3