Patient Classification on OpenSRH (test)
90Clean Acc[17]
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| [17]Training=from Scratch, Model=ResNet-502025.03 | 90 | 91.08 | 10 | 8.73 | 10 | 8.73 | 13.33 | 11.59 | 3.33 | 2.86 | 3.33 | 3.86 | 5 | 4.29 | |
| [17]Training=from ImageNet weights, Model=ResNet-502025.03 | 86.67 | 88.2 | 31.67 | 28.95 | 28.33 | 26.35 | 25 | 23.49 | 11.67 | 10.32 | 11.6 | 10.26 | 11.59 | 10.28 | |
| [17]Training=from ImageNet weights, Model=WideResNet-502025.03 | 85 | 85.34 | 41.67 | 35.41 | 41.67 | 35.41 | 36.67 | 31.67 | 23.33 | 20.19 | 21.67 | 18.76 | 18.33 | 16.03 | |
| HSATTraining=from ImageNet weights, Model=WideResNet-502025.03 | 80 | 80.17 | 76.67 | 73.03 | 78.33 | 75.89 | 75 | 73.29 | 66.67 | 64.24 | 66.67 | 64.24 | 68.33 | 65.67 | |
| HSATTraining=from ImageNet weights, Model=ResNet-502025.03 | 78.33 | 78.72 | 75 | 74.85 | 75 | 74.85 | 75 | 74.85 | 70 | 67.84 | 71.67 | 69.42 | 71.67 | 69.42 | |
| HSATTraining=from Scratch, Model=ResNet-502025.03 | 76.67 | 73.03 | 78.33 | 79 | 78.33 | 79 | 76.67 | 76.15 | 76.67 | 77.29 | 76.67 | 73.03 | 75 | 71.73 | |
| HSAT-PatchTraining=from ImageNet weights, Model=ResNet-502025.03 | 58.33 | 55.77 | 60.28 | 58.63 | 60 | 58.6 | 60.04 | 58.53 | 60.13 | 58.59 | 60 | 58.33 | 60.02 | 58.21 | |
| HSAT-PatchTraining=from Scratch, Model=ResNet-502025.03 | 55 | 51.62 | 55 | 51.68 | 54.89 | 51.6 | 54.75 | 50.96 | 56.72 | 54.83 | 56.67 | 54.63 | 56.61 | 54.62 |