On the Use of Deep Learning for Imaging-Based COVID-19 Detection Using Chest X-rays흉부 X선을 이용한 영상 기반 COVID-19 탐지를 위한 딥 러닝 활용에 대하여Article Published on 2021-08-242022-09-10 Journal: Sensors (Basel, Switzerland) [Category] MERS, SARS, 치료기술, [키워드] Accuracy approach Chest radiography chest X-ray Chest X-ray image Chest X-ray images CNN Convolutional neural network COVID-19 COVID-19 cases COVID-19 pandemic dataset deep deep learning demonstrated detection diagnosis of COVID-19 Diagnostic method evaluated examined hand healthy individuals highest image classification imaging modality imperative individual individuals with COVID-19 infected individual infected individuals learning Medical imaging modify offer Pneumonia Radiography resources solution Viral Viral pneumonia [DOI] 10.3390/s21175702 PMC 바로가기 [Article Type] Article
Explainable Artificial Intelligence for Bias Detection in COVID CT-Scan ClassifiersCOVID CT-Scan 분류기에서 편향 감지를 위한 설명 가능한 인공 지능Article Published on 2021-08-232022-09-10 Journal: Sensors (Basel, Switzerland) [Category] MERS, SARS, 치료기술, [키워드] Accuracy affected Analysis approach artificial artificial intelligence AUC Bia biases changes in Classifier classifiers Complete computer vision Computerized tomography COVID COVID 19 dataset detection drastic evaluated Explainable AI Explainable artificial intelligence Gradient heatmap help highlight identify image classification Impact intelligence LIME Medical imaging methodology motivation Performance metrics problem Result robust shown Smooth tandem Vanilla were used [DOI] 10.3390/s21165657 PMC 바로가기 [Article Type] Article
A machine learning-based framework for diagnosis of COVID-19 from chest X-ray imagesArticle Published on 2021-03-012023-06-19 Journal: Interdisciplinary sciences, computational life sci [Category] MERS, SARS, [키워드] Artificial neural network computer-aided diagnosis COVID-19 image classification principal component analysis. [DOI] 10.1007/s12539-020-00403-6 PMC 바로가기
XCOVNet: Chest X-ray Image Classification for COVID-19 Early Detection Using Convolutional Neural NetworksArticle Published on 2021-02-242022-10-30 Journal: New Generation Computing [Category] COVID-19, [키워드] Accuracy Asymptomatic chest X-ray Chest X-ray image classification Contact contagious coronavirus COVID-19 COVID-19 disease diagnosis COVID-19 infection Critical dataset detect detection disease FIVE Image image classification machine learning Mild moderate network Neural pandemic Patient polymerase chain positive reported reverse transcription RT-PCR SARS-CoV-2 severity Spread X-ray [DOI] 10.1007/s00354-021-00121-7 PMC 바로가기 [Article Type] Article
COVIDNet-CT: A Tailored Deep Convolutional Neural Network Design for Detection of COVID-19 Cases From Chest CT ImagesMedicine Published on 2020-12-232022-10-31 Journal: Frontiers in Medicine [Category] COVID-19, [키워드] abnormality approach build Care caused center characteristic Chest CT image China Clinicians collected complement Complication Computed tomography conditions coronavirus disease COVID-19 COVID-19 case COVID-19 infection CT scan dataset deep deep learning detection disease effective Healthcare system identify Image image classification infected with COVID-19 lung negative RT-PCR network Neural Non-COVID-19 pandemic Patient Pneumonia reliability reported researchers RT-PCR testing SARS-CoV-2 screening method undergo while worsening respiratory status [DOI] 10.3389/fmed.2020.608525 PMC 바로가기 [Article Type] Medicine
Implementation of convolutional neural network approach for COVID-19 disease detectionArticle Published on 2020-12-012023-06-19 Journal: Physiological Genomics [Category] MERS, SARS, [키워드] Convolutional neural network COVID-19 detection deep learning image classification medical image processing. [DOI] 10.1152/physiolgenomics.00084.2020 PMC 바로가기
Multi-task deep learning based CT imaging analysis for COVID-19 pneumonia: Classification and segmentationArticle Published on 2020-11-012023-07-06 Journal: Computers in biology and medicine [Category] SARS, [키워드] Computed tomography images Coronavirus (COVID-19) deep learning image classification Image segmentation Multitask learning. [DOI] 10.1016/j.compbiomed.2020.104037 PMC 바로가기
Deep Learning-Based Decision-Tree Classifier for COVID-19 Diagnosis From Chest X-ray ImagingMedicine Published on 2020-07-142022-10-31 Journal: Frontiers in Medicine [Category] COVID-19, [키워드] Accuracy average chest X-ray chest X-ray radiography Classifier Convolution coronavirus disease COVID-19 CXR deep deep learning Diagnosis effective feasibility Frame global pandemic identify image classification imaging Neural network Patient Pneumonia polymerase chain RT-PCR Transcription Treatment Tuberculosis X-ray [DOI] 10.3389/fmed.2020.00427 PMC 바로가기 [Article Type] Medicine