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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 201–211 of 211 papers

Title	Date	Tasks	Status	Hype
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
Augmented Curation of Unstructured Clinical Notes from a Massive EHR System Reveals Specific Phenotypic Signature of Impending COVID-19 Diagnosis	Apr 17, 2020	COVID-19 DiagnosisDiagnostic	—Unverified	0
Sample-Efficient Deep Learning for COVID-19 Diagnosis Based on CT Scans	Apr 17, 2020	COVID-19 DiagnosisSelf-Supervised Learning	—Unverified	0
Radiologist-Level COVID-19 Detection Using CT Scans with Detail-Oriented Capsule Networks	Apr 16, 2020	Computed Tomography (CT)COVID-19 Diagnosis	CodeCode Available	0
Iteratively Pruned Deep Learning Ensembles for COVID-19 Detection in Chest X-rays	Apr 16, 2020	COVID-19 DiagnosisEnsemble Learning	—Unverified	0
COVID_MTNet: COVID-19 Detection with Multi-Task Deep Learning Approaches	Apr 7, 2020	COVID-19 DiagnosisDeep Learning	—Unverified	0
Within the Lack of COVID-19 Benchmark Dataset: A Novel GAN with Deep Transfer Learning for Corona-virus Detection in Chest X-ray Images	Apr 7, 2020	COVID-19 DiagnosisTransfer Learning	—Unverified	0
Harmony-Search and Otsu based System for Coronavirus Disease (COVID-19) Detection using Lung CT Scan Images	Apr 6, 2020	COVID-19 DiagnosisDiagnostic	CodeCode Available	0
Diagnosing COVID-19 Pneumonia from X-Ray and CT Images using Deep Learning and Transfer Learning Algorithms	Mar 31, 2020	COVID-19 DiagnosisTransfer Learning	—Unverified	0
Estimating Uncertainty and Interpretability in Deep Learning for Coronavirus (COVID-19) Detection	Mar 22, 2020	COVID-19 DiagnosisDeep Learning	—Unverified	0
Deep Learning System to Screen Coronavirus Disease 2019 Pneumonia	Feb 21, 2020	Computed Tomography (CT)COVID-19 Diagnosis	—Unverified	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