COVID-19 pneumonia detection on QaTa-COV19 Early
99.37AccuracyDenseNet-121
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DenseNet-1212020.06 | 99.37 | 95.02 | 99.74 | |
| ResNet-502020.06 | 98.84 | 91.55 | 99.46 | |
| Inception-v32020.06 | 97.91 | 84.69 | 99.04 | |
| DenseNet-121Batch size=32, Epochs=10, Learning rate=10^-52020.06 | 0.9937 | 0.9502 | 0.9974 | |
| ResNet-50Batch size=32, Epochs=10, Learning rate=10^-52020.06 | 0.9884 | 0.9155 | 0.9946 | |
| SRC-DalmSolver=Dalm2020.06 | 0.9852 | 0.8864 | 0.9935 | |
| SVMHyper-parameter selection=Grid search2020.06 | 0.983 | 0.8892 | 0.991 | |
| Inception-v3Batch size=32, Epochs=10, Learning rate=10^-52020.06 | 0.9791 | 0.8469 | 0.9904 | |
| SRC-Hom.Solver=Homotopy2020.06 | 0.9778 | 0.9211 | 0.9826 | |
| k-NNHyper-parameter selection=Grid search2020.06 | 0.9741 | 0.9305 | 0.9778 | |
| CRC-lightDictionary=Partial (625 samples per class)2020.06 | 0.973 | 0.9559 | 0.9744 | |
| MLPBatch size=32, Epochs=10, Learning rate=10^-52020.06 | 0.9699 | 0.9352 | 0.9728 | |
| CRCDictionary=Complete training set2020.06 | 0.9678 | 0.9155 | 0.9723 | |
| CSEN22020.06 | 0.9566 | 0.9728 | 0.9552 | |
| CSEN12020.06 | 0.9513 | 0.97 | 0.9497 | |
| ReconNet2020.06 | 0.9322 | 0.9662 | 0.9293 |