Slide Classification on OpenSRH (test)
89.11Acc (Clean)[17]
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| [17]Training=from Scratch, Model=ResNet-502025.03 | 89.11 | 88.24 | 9.73 | 8.93 | 9.69 | 8.89 | 12.45 | 11.27 | 3.11 | 2.66 | 4.28 | 3.57 | 4.67 | 3.87 | |
| [17]Training=from ImageNet weights, Model=ResNet-502025.03 | 85.6 | 83.86 | 27.63 | 26.11 | 27.24 | 25.7 | 25.29 | 24.86 | 10.51 | 10.61 | 10.12 | 10.06 | 10.51 | 10.86 | |
| [17]Training=from ImageNet weights, Model=WideResNet-502025.03 | 85.6 | 83.62 | 45.91 | 38.74 | 45.91 | 38.74 | 40.08 | 34.21 | 21.4 | 18.13 | 20.62 | 17.45 | 19.46 | 16.27 | |
| HSATTraining=from ImageNet weights, Model=WideResNet-502025.03 | 80.93 | 79.25 | 77.82 | 74.42 | 77.82 | 74.42 | 76.65 | 73.56 | 71.21 | 66.5 | 70.43 | 65.66 | 70.82 | 66.19 | |
| HSATTraining=from ImageNet weights, Model=ResNet-502025.03 | 77.43 | 76.87 | 75.51 | 73.65 | 75.49 | 73.63 | 75.88 | 73.21 | 71.21 | 67.91 | 71.6 | 68.2 | 71.2 | 67.89 | |
| HSATTraining=from Scratch, Model=ResNet-502025.03 | 76.26 | 75.09 | 77.04 | 73.58 | 77 | 73.53 | 77.43 | 73.87 | 75.1 | 69.74 | 75 | 69.57 | 74.71 | 69.69 | |
| HSAT-PatchTraining=from ImageNet weights, Model=ResNet-502025.03 | 60.31 | 54.69 | 61.87 | 56.08 | 61.82 | 56.03 | 61.48 | 55.8 | 60.74 | 55.75 | 60.71 | 55.73 | 60.7 | 55.73 | |
| HSAT-PatchTraining=from Scratch, Model=ResNet-502025.03 | 58.37 | 53.3 | 57.2 | 52.18 | 57.09 | 52.15 | 57.98 | 52.75 | 56.81 | 52.11 | 56.81 | 52.11 | 57.98 | 53.22 |