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 51–75 of 211 papers

Title	Date	Tasks	Status	Score
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	5
Improving Fairness of Automated Chest X-ray Diagnosis by Contrastive Learning	Jan 25, 2024	Contrastive LearningCOVID-19 Diagnosis	CodeCode Available	5
MAVIDH Score: A COVID-19 Severity Scoring using Chest X-Ray Pathology Features	Nov 30, 2020	COVID-19 DiagnosisPrognosis	CodeCode Available	5
DRR4Covid: Learning Automated COVID-19 Infection Segmentation from Digitally Reconstructed Radiographs	Aug 26, 2020	COVID-19 DiagnosisDomain Adaptation	CodeCode Available	5
Efficient and Visualizable Convolutional Neural Networks for COVID-19 Classification Using Chest CT	Dec 22, 2020	COVID-19 DiagnosisDiagnostic	CodeCode Available	5
Diagnosis of COVID-19 using chest X-ray images based on modified DarkCovidNet model	Mar 9, 2022	Binary ClassificationCOVID-19 Diagnosis	CodeCode Available	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	5
COVID-19 detection using ViT transformer-based approach from Computed Tomography Images	Oct 12, 2023	Binary ClassificationCOVID-19 Diagnosis	CodeCode Available	5
COVID-19 Detection Using Transfer Learning Approach from Computed Tomography Images	Jul 1, 2022	Computed Tomography (CT)COVID-19 Diagnosis	CodeCode Available	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	5
A Deep Convolutional Neural Network for COVID-19 Detection Using Chest X-Rays	Apr 30, 2020	COVID-19 DiagnosisTransfer Learning	CodeCode Available	5
DiCOVA Challenge: Dataset, task, and baseline system for COVID-19 diagnosis using acoustics	Mar 16, 2021	COVID-19 Diagnosis	CodeCode Available	5
Enhancing COVID-19 Severity Analysis through Ensemble Methods	Mar 13, 2023	Computed Tomography (CT)COVID-19 Diagnosis	CodeCode Available	5
Detecting COVID-19 and Community Acquired Pneumonia using Chest CT scan images with Deep Learning	Apr 11, 2021	ClassificationComputed Tomography (CT)	CodeCode Available	5
CECT: Controllable Ensemble CNN and Transformer for COVID-19 Image Classification	Feb 5, 2023	ClassificationCOVID-19 Diagnosis	CodeCode Available	5
Deep Learning Based Automated COVID-19 Classification from Computed Tomography Images	Nov 22, 2021	3D ClassificationAnatomy	CodeCode Available	5
Virtual imaging trials improved the transparency and reliability of AI systems in COVID-19 imaging	Aug 17, 2023	3D ClassificationComputed Tomography (CT)	CodeCode Available	5
C2C: Cough to COVID-19 Detection in BHI 2023 Data Challenge	Nov 1, 2023	COVID-19 DiagnosisData Augmentation	CodeCode Available	5
A free web service for fast COVID-19 classification of chest X-Ray images	Aug 27, 2020	COVID-19 DiagnosisGeneral Classification	CodeCode Available	5
Deep Learning based Diagnosis of COVID-19 usingChest CT-scan Images	May 20, 2020	COVID-19 DiagnosisDeep Learning	CodeCode Available	5
COVIR: A virtual rendering of a novel NN architecture O-Net for COVID-19 Ct-scan automatic lung lesions segmentation	May 15, 2022	2D Semantic SegmentationCOVID-19 Diagnosis	CodeCode Available	5
A 3D CNN Network with BERT For Automatic COVID-19 Diagnosis From CT-Scan Images	Jun 28, 2021	COVID-19 Diagnosis	CodeCode Available	5
COVID-WideNet—A capsule network for COVID-19 detection	Mar 22, 2022	COVID-19 DiagnosisDiagnostic	CodeCode Available	5
CT-xCOV: a CT-scan based Explainable Framework for COVid-19 diagnosis	Nov 24, 2023	COVID-19 DiagnosisSegmentation	CodeCode Available	5
Deep Learning-based Four-region Lung Segmentation in Chest Radiography for COVID-19 Diagnosis	Sep 26, 2020	COVID-19 DiagnosisSegmentation	CodeCode Available	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