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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 171–180 of 211 papers

Title	Date	Tasks	Status	Hype
COVID-WideNet—A capsule network for COVID-19 detection	Mar 22, 2022	COVID-19 DiagnosisDiagnostic	CodeCode Available	0
Single-Shot Lightweight Model For The Detection of Lesions And The Prediction of COVID-19 From Chest CT Scans	Dec 2, 2020	ClassificationCOVID-19 Diagnosis	CodeCode Available	0
Deep Learning Based Automated COVID-19 Classification from Computed Tomography Images	Nov 22, 2021	3D ClassificationAnatomy	CodeCode Available	0
COVID-19 Detection Using Transfer Learning Approach from Computed Tomography Images	Jul 1, 2022	Computed Tomography (CT)COVID-19 Diagnosis	CodeCode Available	0
Deep Learning based Diagnosis of COVID-19 usingChest CT-scan Images	May 20, 2020	COVID-19 DiagnosisDeep Learning	CodeCode Available	0
Deep Learning-based Four-region Lung Segmentation in Chest Radiography for COVID-19 Diagnosis	Sep 26, 2020	COVID-19 DiagnosisSegmentation	CodeCode Available	0
COVID-19 detection using ViT transformer-based approach from Computed Tomography Images	Oct 12, 2023	Binary ClassificationCOVID-19 Diagnosis	CodeCode Available	0
A Deep Convolutional Neural Network for COVID-19 Detection Using Chest X-Rays	Apr 30, 2020	COVID-19 DiagnosisTransfer Learning	CodeCode Available	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
Probabilistic Neighbourhood Component Analysis: Sample Efficient Uncertainty Estimation in Deep Learning	Jul 18, 2020	COVID-19 DiagnosisUncertainty Quantification	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