Detecting COVID-19 from Chest X-rays Using Convolutional Neural Network Ensembles

Detecting COVID-19 from Chest X-rays Using Convolutional Neural Network Ensembles

Starting in late 2019, the coronavirus SARS-CoV-2 began spreading around the world and causing disruption in both daily life and healthcare systems. The disease is estimated to have caused more than 6 million deaths worldwide [WHO]. The pandemic and the global reaction to it severely affected the wo...

Full description

Bibliographic Details
Main Authors:	Tarik El Lel, Mominul Ahsan, Julfikar Haider
Format:	Article
Language:	English
Published:	MDPI AG 2023-05-01
Series:	Computers
Subjects:	COVID-19 convolutional neural networks (CNNs) logistic regression ensemble classification
Online Access:	https://www.mdpi.com/2073-431X/12/5/105

Similar Items

COVID-19 Recognition Using Ensemble-CNNs in Two New Chest X-ray Databases
by: Edoardo Vantaggiato, et al.
Published: (2021-03-01)

A Convolutional Neural Network ensemble model for Pneumonia Detection using chest X-ray images
by: Harsh Bhatt, et al.
Published: (2023-11-01)

Driver Distraction Classification Using Deep Convolutional Autoencoder and Ensemble Learning
by: Anirudh Muthuswamy, et al.
Published: (2023-01-01)

Pneumonia Detection on Chest X-ray Images Using Ensemble of Deep Convolutional Neural Networks
by: Alhassan Mabrouk, et al.
Published: (2022-06-01)

Fusion of Deep Convolutional Neural Network with PCA and Logistic Regression for diagnosis of pediatric pneumonia on chest X-Rays
by: Nahida Habib, et al.
Published: (2020-09-01)

Progression of Using Deep Learning Approaches for Chest X-Ray Diagnoses
by: Alaa A. Eldewer, et al.
Published: (2024-12-01)

A Novel Detection and Multi-Classification Approach for IoT-Malware Using Random Forest Voting of Fine-Tuning Convolutional Neural Networks
by: Safa Ben Atitallah, et al.
Published: (2022-06-01)

Tongue Segmentation and Color Classification Using Deep Convolutional Neural Networks
by: Bo Yan, et al.
Published: (2022-11-01)

Convolutional Neural Network Performance and the Factors Affecting Performance for Classification of Seven Quercus Species using Sclereid Characteristics in the Bark
by: Jong Ho Kim, et al.
Published: (2023-12-01)

Convolutional Neural Network Performance and the Factors Affecting Performance for Classification of Seven Quercus Species using Sclereid Characteristics in the Bark
by: Jong Ho Kim, et al.
Published: (2023-12-01)

Pneumonia Detection on X-Ray Imaging using Softmax Output in Multilevel Meta Ensemble Algorithm of Deep Convolutional Neural Network Transfer Learning Models
by: Simeon Yuda Prasetyo, et al.
Published: (2023-07-01)

Enhanced COVID-19 Detection from X-ray Images with Convolutional Neural Network and Transfer Learning
by: Qanita Bani Baker, et al.
Published: (2024-10-01)

COVID-19 Detection from Chest X-ray Images Using Feature Fusion and Deep Learning
by: Nur-A- Alam, et al.
Published: (2021-02-01)

Ensemble Optimization for Invasive Ductal Carcinoma (IDC) Classification Using Differential Cartesian Genetic Programming
by: Eid Alkhaldi, et al.
Published: (2022-01-01)

Ensemble-Based Reliability Enhancement for Edge-Deployed CNNs in Few-Shot Scenarios
by: Zhen Gao, et al.
Published: (2024-01-01)

Dual-Branch Fusion of Convolutional Neural Network and Graph Convolutional Network for PolSAR Image Classification
by: Ali Radman, et al.
Published: (2022-12-01)

Statistical post‐processing of visibility ensemble forecasts
by: Sándor Baran, et al.
Published: (2023-09-01)

Efficient Ensemble via Rotation-Based Self- Supervised Learning Technique and Multi-Input Multi-Output Network
by: Jaehoon Park
Published: (2024-01-01)

Reimagining Peer-to-Peer Lending Sustainability: Unveiling Predictive Insights with Innovative Machine Learning Approaches for Loan Default Anticipation
by: Ly Nguyen, et al.
Published: (2024-03-01)

Improving Foraminifera Classification Using Convolutional Neural Networks with Ensemble Learning
by: Loris Nanni, et al.
Published: (2023-07-01)

Analyzing AIA Flare Observations Using Convolutional Neural Networks
by: Teri Love, et al.
Published: (2020-06-01)

A Ship Detector Design Based on Deep Convolutional Neural Networks for Satellite Images
by: Ferhat Ucar, et al.
Published: (2020-02-01)

A snapshot of image pre-processing for convolutional neural networks: case study of MNIST
by: Siham Tabik, et al.
Published: (2017-01-01)

Convolution Neural Network With Coordinate Attention for the Automatic Detection of Pulmonary Tuberculosis Images on Chest X-Rays
by: Tianhao Xu, et al.
Published: (2022-01-01)

Hierarchical Multi-Scale Convolutional Neural Networks for Hyperspectral Image Classification
by: Simin Li, et al.
Published: (2019-04-01)

Covid-19 Detection from Chest X-Ray Images and Hybrid Model Recommendation with Convolutional Neural Networks
by: Furkan Eryılmaz, et al.
Published: (2021-12-01)

Computer-aided diagnostic for classifying chest X-ray images using deep ensemble learning
by: Lara Visuña, et al.
Published: (2022-10-01)

MobVGG: Ensemble technique for birds and drones prediction
by: Sheikh Muhammad Saqib, et al.
Published: (2024-11-01)

Ensemble of Convolutional Neural Networks for COVID-19 Localization on Chest X-ray Images
by: Karem D. Marcomini
Published: (2024-08-01)

Predicting the Severity of COVID-19 Pneumonia from Chest X-Ray Images: A Convolutional Neural Network Approach
by: Thien B. Nguyen-Tat, et al.
Published: (2024-11-01)

dropCyclic: Snapshot Ensemble Convolutional Neural Network Based on a New Learning Rate Schedule for Land Use Classification
by: Sangdaow Noppitak, et al.
Published: (2022-01-01)

An Ensemble of Convolutional Neural Networks for Audio Classification
by: Loris Nanni, et al.
Published: (2021-06-01)

Compressing Convolutional Neural Networks by Pruning Density Peak Filters
by: Yunseok Jang, et al.
Published: (2021-01-01)

Hyperspectral Image Classification Based on Spectral Multiscale Convolutional Neural Network
by: Cuiping Shi, et al.
Published: (2022-04-01)

RS-DARTS: A Convolutional Neural Architecture Search for Remote Sensing Image Scene Classification
by: Zhen Zhang, et al.
Published: (2021-12-01)

Multi-Stream Deep Convolution Neural Network With Ensemble Learning for Facial Micro-Expression Recognition
by: Gulnaz Perveen, et al.
Published: (2023-01-01)

Machine-Learning-Enabled Diagnostics with Improved Visualization of Disease Lesions in Chest X-ray Images
by: Md Fashiar Rahman, et al.
Published: (2024-08-01)

Hybrid Ensemble Learning With CNN and RNN for Multimodal Cotton Plant Disease Detection
by: Anita Shrotriya, et al.
Published: (2024-01-01)

Deep convolutional neural network for weld defect classification in radiographic images
by: Dayana Palma-Ramírez, et al.
Published: (2024-05-01)

Intelligent System for Vehicles Number Plate Detection and Recognition Using Convolutional Neural Networks
by: Nur-A- Alam, et al.
Published: (2021-01-01)