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COVID-19 detection on Early-QaTa-COV19 Initial (5-folds)

99.49AccuracyDenseNet-121
92.199694.092395.98597.8777Jun 7, 2020
Updated 6mo ago

Evaluation results

MethodLinks
DenseNet-121Initialization=ImageNet weights, Classifier type=Deep CNN2020.0699.4995.4399.94
ResNet-50Classifier type=Deep CNN2020.0699.439699.81
Inception-v3Classifier type=Deep CNN2020.0699.3795.4399.81
DenseNet-121*Initialization=ChestX-ray14 weights, Classifier type=Deep CNN2020.0699.2697.1499.49
CRCClassifier type=Compact classifier, Features=DenseNet-121 (ChestX-ray14 weights), Training set=Complete2020.0698.2396.5798.42
SRC-DalmClassifier type=Compact classifier, Features=DenseNet-121 (ChestX-ray14 weights)2020.0698.1893.7198.67
CRC-lightClassifier type=Compact classifier, Features=DenseNet-121 (ChestX-ray14 weights), Dictionary size=Same as CSENs2020.0697.8394.8698.16
SVMClassifier type=Compact classifier, Features=DenseNet-121 (ChestX-ray14 weights)2020.0696.8196.5796.83
CSEN1Classifier type=Compact classifier, Features=DenseNet-121 (ChestX-ray14 weights)2020.0696.3598.8696.07
MLPClassifier type=Compact classifier, Features=DenseNet-121 (ChestX-ray14 weights)2020.0695.8493.7196.07
SRC-Hom.Classifier type=Compact classifier, Features=DenseNet-121 (ChestX-ray14 weights)2020.0694.8181.7196.26
k-NNClassifier type=Compact classifier, Features=DenseNet-121 (ChestX-ray14 weights)2020.0694.5892.5794.81
ReconNetClassifier type=Compact classifier, Features=DenseNet-121 (ChestX-ray14 weights)2020.0694.2499.4393.67
CSEN2Classifier type=Compact classifier, Features=DenseNet-121 (ChestX-ray14 weights)2020.0692.4899.4391.71