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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
A free web service for fast COVID-19 classification of chest X-Ray images	Aug 27, 2020	COVID-19 DiagnosisGeneral Classification	CodeCode Available	0
DRR4Covid: Learning Automated COVID-19 Infection Segmentation from Digitally Reconstructed Radiographs	Aug 26, 2020	COVID-19 DiagnosisDomain Adaptation	CodeCode Available	0
Comparative performance analysis of the ResNet backbones of Mask RCNN to segment the signs of COVID-19 in chest CT scans	Aug 21, 2020	COVID-19 DiagnosisMedical Diagnosis	—Unverified	0
A Review on Deep Learning Techniques for the Diagnosis of Novel Coronavirus (COVID-19)	Aug 9, 2020	COVID-19 DiagnosisDeep Learning	—Unverified	0
COVID-19 CT Image Synthesis with a Conditional Generative Adversarial Network	Jul 29, 2020	Computed Tomography (CT)COVID-19 Diagnosis	—Unverified	0
Probabilistic Neighbourhood Component Analysis: Sample Efficient Uncertainty Estimation in Deep Learning	Jul 18, 2020	COVID-19 DiagnosisUncertainty Quantification	CodeCode Available	0
Was there COVID-19 back in 2012? Challenge for AI in Diagnosis with Similar Indications	Jun 23, 2020	COVID-19 Diagnosis	—Unverified	0
Momentum Contrastive Learning for Few-Shot COVID-19 Diagnosis from Chest CT Images	Jun 16, 2020	Contrastive LearningCOVID-19 Diagnosis	—Unverified	0
Learning Diagnosis of COVID-19 from a Single Radiological Image	Jun 6, 2020	COVID-19 DiagnosisData Augmentation	CodeCode Available	0
COVID-19 diagnosis by routine blood tests using machine learning	Jun 4, 2020	BIG-bench Machine LearningCOVID-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