2021 · 14 citations · 13 references
MedicineComputer ScienceRadiologyComputer VisionDiagnostic ImagingDiagnostic RadiologyChest RadiographyChest RadiologyChest X-ray InterpretationDeep LearningMedical Image AnalysisMedical ImagingAccuracyComputer-aided Chest X-ray DiagnosisConvolutional Neural Network DetectionConvolutional Neural NetworksDeep Learning In RadiologyDeep Learning-based ClassificationDeep Learning-based DetectionDeep Learning-based Diagnosis
In 2019 the novel Corona virus which is called COVID 19 was originated in China and now it has spread all over the world. So far more than 73M people got affected all over the world, most of the countries are searching for easy way to analyze. The increasing number of daily COVID 19 cases needs another solution and needs a lot of study. In this paper a deep learning model has been proposed for detection and classification of COVID 19 with high accuracy from chest x-ray. The tensor flow based CNN method has been proposed to classify using chest x-ray images. The proposed model has been trained and tested on the prepared dataset and it has been found that the overall accuracy achieved for the 2-class classification (COVID 19 vs Healthy) is 95%, and the precision and recall rate are 95%. The performance of the proposed model is very promising and it can be very helpful tool for radiologists and clinical practitioners in case of COVID 19 detection and classification because of its simplicity. More over this paper represent a comparative study of the proposed technique with ELM which will help researchers for further analysis.
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Detection of SARS-CoV-2 in Different Types of Clinical Specimens
Yanli Xu, Ruqin Gao, Roujian Lu et al. · JAMA · 2020 · 5.3K citations · Full text
Sensitivity of Chest CT for COVID-19: Comparison to RT-PCR
Yicheng Fang, Jicheng Xie, Minjie Lin et al. · Radiology · 2020 · 3.6K citations · Full text
Deep Learning Applications in Medical Image Analysis
Justin Ker, Lipo Wang, Jai Prashanth Rao et al. · IEEE Access · 2017 · 1.5K citations · Full text
CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep\n Learning
Pranav Rajpurkar, Jeremy Irvin, Kaylie Zhu et al. · arXiv (Cornell University) · 2017 · 1.5K citations · Full text