SOTAVerified

COVID-19 Diagnosis

Covid-19 Diagnosis is the task of diagnosing the presence of COVID-19 in an individual with machine learning.

Papers

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Showing 51–75 of 211 papers

TitleStatusHype
COVID-19 Diagnosis: ULGFBP-ResNet51 approach on the CT and the Chest X-ray Images Classification—0
COVID-19 Detection Using Slices Processing Techniques and a Modified Xception Classifier from Computed Tomography Images—0
Empowering COVID-19 Detection: Optimizing Performance Through Fine-Tuned EfficientNet Deep Learning Architecture—0
CT-xCOV: a CT-scan based Explainable Framework for COVid-19 diagnosisCode0
Robust and Interpretable COVID-19 Diagnosis on Chest X-ray Images using Adversarial Training—0
Text Augmentations with R-drop for Classification of Tweets Self Reporting Covid-19—0
An Ensemble Machine Learning Approach for Screening Covid-19 based on Urine Parameters—0
tmn at #SMM4H 2023: Comparing Text Preprocessing Techniques for Detecting Tweets Self-reporting a COVID-19 Diagnosis—0
C2C: Cough to COVID-19 Detection in BHI 2023 Data ChallengeCode0
Deep Learning Models for Classification of COVID-19 Cases by Medical Images—0
COVID-19 detection using ViT transformer-based approach from Computed Tomography ImagesCode0
Advancing Diagnostic Precision: Leveraging Machine Learning Techniques for Accurate Detection of Covid-19, Pneumonia, and Tuberculosis in Chest X-Ray Images—0
MVC: A Multi-Task Vision Transformer Network for COVID-19 Diagnosis from Chest X-ray Images—0
Cross-Task Attention Network: Improving Multi-Task Learning for Medical Imaging Applications—0
Virtual imaging trials improved the transparency and reliability of AI systems in COVID-19 imagingCode0
DINO-CXR: A self supervised method based on vision transformer for chest X-ray classification—0
Enhancing COVID-19 Diagnosis through Vision Transformer-Based Analysis of Chest X-ray Images—0
MEDNC: Multi-ensemble deep neural network for COVID-19 diagnosis—0
On the Impact of Voice Anonymization on Speech Diagnostic Applications: a Case Study on COVID-19 Detection—0
Enhanced detection of the presence and severity of COVID-19 from CT scans using lung segmentation—0
Enhancing COVID-19 Severity Analysis through Ensemble MethodsCode0
A Deep Neural Architecture for Harmonizing 3-D Input Data Analysis and Decision Making in Medical Imaging—0
CovidExpert: A Triplet Siamese Neural Network framework for the detection of COVID-19—0
Deep Learning and Medical Imaging for COVID-19 Diagnosis: A Comprehensive Survey—0
CECT: Controllable Ensemble CNN and Transformer for COVID-19 Image ClassificationCode0
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All datasetsCOVIDx CXR-3COVIDxCovid-19 Cough CambridgeCOVID-19 CXR DatasetCOVIDGRNovel COVID-19 Chestxray Repository

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SS-CXRPer-Class Accuracy98.25—Unverified
2DenseNet-169Per-Class Accuracy98.15—Unverified
3EfficientNet-B2Per-Class Accuracy97.6—Unverified
4Inception Resnet V2Per-Class Accuracy97.55—Unverified
5Inception ResNetPer-Class Accuracy97.5—Unverified
6DenseNet-121Per-Class Accuracy96.5—Unverified
7ViT-SPer-Class Accuracy89.25—Unverified
#ModelMetricClaimedVerifiedStatus
1Sanskar et al.3-class test accuracy98.38—Unverified
2Corona-Nidaan3-class test accuracy95—Unverified
3COVID-WideNetAUC0.95—Unverified
#ModelMetricClaimedVerifiedStatus
1AUCO ResNetAUC0.83—Unverified
#ModelMetricClaimedVerifiedStatus
1ViT-B/32Average F10.95—Unverified
#ModelMetricClaimedVerifiedStatus
1DINO-CXRAccuracy76.47—Unverified
#ModelMetricClaimedVerifiedStatus
1Bhowal et al.ACCURACY95.49—Unverified