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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All datasetsCOVIDx CXR-3COVIDxCovid-19 Cough CambridgeCOVID-19 CXR DatasetCOVIDGRNovel 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 |