COVID-19 detection on Early-QaTa-COV19 Initial (5-folds)
99.49AccuracyDenseNet-121
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DenseNet-121Initialization=ImageNet weights, Classifier type=Deep CNN2020.06 | 99.49 | 95.43 | 99.94 | |
| ResNet-50Classifier type=Deep CNN2020.06 | 99.43 | 96 | 99.81 | |
| Inception-v3Classifier type=Deep CNN2020.06 | 99.37 | 95.43 | 99.81 | |
| DenseNet-121*Initialization=ChestX-ray14 weights, Classifier type=Deep CNN2020.06 | 99.26 | 97.14 | 99.49 | |
| CRCClassifier type=Compact classifier, Features=DenseNet-121 (ChestX-ray14 weights), Training set=Complete2020.06 | 98.23 | 96.57 | 98.42 | |
| SRC-DalmClassifier type=Compact classifier, Features=DenseNet-121 (ChestX-ray14 weights)2020.06 | 98.18 | 93.71 | 98.67 | |
| CRC-lightClassifier type=Compact classifier, Features=DenseNet-121 (ChestX-ray14 weights), Dictionary size=Same as CSENs2020.06 | 97.83 | 94.86 | 98.16 | |
| SVMClassifier type=Compact classifier, Features=DenseNet-121 (ChestX-ray14 weights)2020.06 | 96.81 | 96.57 | 96.83 | |
| CSEN1Classifier type=Compact classifier, Features=DenseNet-121 (ChestX-ray14 weights)2020.06 | 96.35 | 98.86 | 96.07 | |
| MLPClassifier type=Compact classifier, Features=DenseNet-121 (ChestX-ray14 weights)2020.06 | 95.84 | 93.71 | 96.07 | |
| SRC-Hom.Classifier type=Compact classifier, Features=DenseNet-121 (ChestX-ray14 weights)2020.06 | 94.81 | 81.71 | 96.26 | |
| k-NNClassifier type=Compact classifier, Features=DenseNet-121 (ChestX-ray14 weights)2020.06 | 94.58 | 92.57 | 94.81 | |
| ReconNetClassifier type=Compact classifier, Features=DenseNet-121 (ChestX-ray14 weights)2020.06 | 94.24 | 99.43 | 93.67 | |
| CSEN2Classifier type=Compact classifier, Features=DenseNet-121 (ChestX-ray14 weights)2020.06 | 92.48 | 99.43 | 91.71 |