SOTAVerified

COVID-19 Diagnosis

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 26–50 of 211 papers

TitleStatusHype
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
Diagnosis of COVID-19 based on Chest Radiography—0
POLCOVID: a multicenter multiclass chest X-ray database (Poland, 2020-2021)—0
CMC v2: Towards More Accurate COVID-19 Detection with Discriminative Video Priors—0
SPCXR: Self-supervised Pretraining using Chest X-rays Towards a Domain Specific Foundation Model—0
Improving ECG-based COVID-19 diagnosis and mortality predictions using pre-pandemic medical records at population-scale—0
DeltaNet:Conditional Medical Report Generation for COVID-19 DiagnosisCode1
NSCGCN: A novel deep GCN model to diagnosis COVID-19—0
CIRCA: comprehensible online system in support of chest X-rays-based COVID-19 diagnosis—0
Everything is Varied: The Surprising Impact of Individual Variation on ML Robustness in Medicine—0
DeltaNet: Conditional Medical Report Generation for COVID-19 Diagnosis—0
COVID-19 Detection and Analysis From Lung CT Images using Novel Channel Boosted CNNs—0
CoV-TI-Net: Transferred Initialization with Modified End Layer for COVID-19 DiagnosisCode1
Developing a multi-variate prediction model for the detection of COVID-19 from Crowd-sourced Respiratory Voice Data—0
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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