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COVID-19 Diagnosis

Covid-19 Diagnosis is the task of diagnosing the presence of COVID-19 in an individual with machine learning.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 31–40 of 211 papers

Title	Date	Tasks	Status	Hype	Score
CovidCTNet: An Open-Source Deep Learning Approach to Identify Covid-19 Using CT Image	May 6, 2020	Computed Tomography (CT)COVID-19 Diagnosis	CodeCode Available	1	5
Exploration of Interpretability Techniques for Deep COVID-19 Classification using Chest X-ray Images	Jun 3, 2020	COVID-19 DiagnosisGeneral Classification	CodeCode Available	1	5
Integrative Analysis for COVID-19 Patient Outcome Prediction	Jul 20, 2020	Computed Tomography (CT)COVID-19 Diagnosis	CodeCode Available	1	5
An artificial intelligence system for predicting the deterioration of COVID-19 patients in the emergency department	Aug 4, 2020	COVID-19 DiagnosisDecision Making	CodeCode Available	1	5
Label-Assemble: Leveraging Multiple Datasets with Partial Labels	Sep 25, 2021	COVID-19 DiagnosisSpecificity	CodeCode Available	1	5
Can AI help in screening Viral and COVID-19 pneumonia?	Mar 29, 2020	ArticlesCOVID-19 Diagnosis	CodeCode Available	1	5
Deep Learning-based Detection for COVID-19 from Chest CT using Weak Label	Mar 26, 2020	COVID-19 DiagnosisDeep Learning	CodeCode Available	1	5
Deep Learning COVID-19 Features on CXR using Limited Training Data Sets	Apr 13, 2020	COVID-19 Diagnosis	CodeCode Available	1	5
AI Augmentation of Radiologist Performance in Distinguishing COVID-19 from Pneumonia of Other Etiology on Chest CT	Apr 27, 2020	COVID-19 DiagnosisCOVID-19 Image Segmentation	CodeCode Available	0	5
A transfer learning-based deep learning approach for automated COVID-19 diagnosis with audio data	Dec 1, 2021	COVID-19 DiagnosisTransfer Learning	CodeCode Available	0	5

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All datasets COVIDx CXR-3 COVIDx Covid-19 Cough Cambridge COVID-19 CXR Dataset COVIDGR Novel COVID-19 Chestxray Repository

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SS-CXR	Per-Class Accuracy	98.25	—	Unverified
2	DenseNet-169	Per-Class Accuracy	98.15	—	Unverified
3	EfficientNet-B2	Per-Class Accuracy	97.6	—	Unverified
4	Inception Resnet V2	Per-Class Accuracy	97.55	—	Unverified
5	Inception ResNet	Per-Class Accuracy	97.5	—	Unverified
6	DenseNet-121	Per-Class Accuracy	96.5	—	Unverified
7	ViT-S	Per-Class Accuracy	89.25	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Sanskar et al.	3-class test accuracy	98.38	—	Unverified
2	Corona-Nidaan	3-class test accuracy	95	—	Unverified
3	COVID-WideNet	AUC	0.95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AUCO ResNet	AUC	0.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ViT-B/32	Average F1	0.95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DINO-CXR	Accuracy	76.47	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Bhowal et al.	ACCURACY	95.49	—	Unverified