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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 181–190 of 211 papers

Title	Date	Tasks	Status	Hype
Convolutional Sparse Support Estimator Based Covid-19 Recognition from X-ray Images	May 8, 2020	Computed Tomography (CT)COVID-19 Diagnosis	—Unverified	0
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
Dual-Sampling Attention Network for Diagnosis of COVID-19 from Community Acquired Pneumonia	May 6, 2020	Computed Tomography (CT)COVID-19 Diagnosis	—Unverified	0
A Deep Convolutional Neural Network for COVID-19 Detection Using Chest X-Rays	Apr 30, 2020	COVID-19 DiagnosisTransfer Learning	CodeCode Available	0
COVID-DA: Deep Domain Adaptation from Typical Pneumonia to COVID-19	Apr 30, 2020	COVID-19 DiagnosisDiagnostic	CodeCode Available	1
Decoding SARS-CoV-2 transmission, evolution and ramification on COVID-19 diagnosis, vaccine, and medicine	Apr 29, 2020	COVID-19 DiagnosisDiagnostic	—Unverified	0
Zero-Shot Learning and its Applications from Autonomous Vehicles to COVID-19 Diagnosis: A Review	Apr 29, 2020	Autonomous VehiclesCOVID-19 Diagnosis	—Unverified	0
Automated detection of COVID-19 cases using deep neural networks with X-ray images	Apr 28, 2020	Binary ClassificationCOVID-19 Diagnosis	CodeCode Available	1
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
A Critic Evaluation of Methods for COVID-19 Automatic Detection from X-Ray Images	Apr 27, 2020	COVID-19 DiagnosisFairness	CodeCode Available	0

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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