Open Set Domain Generalization on PACS ResNet50 (test)
97.58Photo AccuracyOpenMax
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OpenMaxBackbone=ResNet-502026.06 | 97.58 | 93.09 | — | 88.37 | 73.91 | — | 84.38 | 68.23 | — | 80.07 | 68.06 | — | 87.6 | 75.82 | — | |
| MEDIC++Backbone=ResNet-502026.06 | 97.58 | 96.56 | 96.99 | 93.25 | 82.7 | 85.75 | 87.58 | 76.57 | 78.43 | 85.98 | 78.36 | 79.63 | 91.1 | 83.55 | 85.2 | |
| MVDGBackbone=ResNet-502026.06 | 97.17 | 95.02 | 96.63 | 92.5 | 79.47 | 85.02 | 86.02 | 71.05 | 76.03 | 83.44 | 75.24 | 75.18 | 89.78 | 80.2 | 83.21 | |
| ARPLBackbone=ResNet-502026.06 | 97.09 | 96.81 | 96.86 | 88.24 | 77.48 | 80.32 | 82.68 | 67.19 | 68.31 | 78.08 | 70.04 | 69.47 | 86.52 | 77.88 | 78.74 | |
| ERMBackbone=ResNet-502026.06 | 97.09 | 96.58 | 96.68 | 89.99 | 76.05 | 82.44 | 85.1 | 65.79 | 70.59 | 80.31 | 70.29 | 70.16 | 88.12 | 77.18 | 79.97 | |
| FishBackbone=ResNet-502026.06 | 97.01 | 95.27 | 96.37 | 88.31 | 76.85 | 79.19 | 84.59 | 64.9 | 72.01 | 83.76 | 72.1 | 73.1 | 88.42 | 77.28 | 80.17 | |
| MLDGBackbone=ResNet-502026.06 | 96.77 | 95.85 | 96.33 | 87.99 | 77.16 | 79.93 | 83.45 | 68.74 | 71.32 | 82.25 | 73.16 | 72.27 | 87.61 | 78.73 | 79.96 | |
| CIRLBackbone=ResNet-502026.06 | 96.53 | 87.75 | 95.4 | 92.06 | 70.75 | 77.44 | 85.71 | 68.82 | 73.71 | 84.35 | 66.73 | 77.24 | 89.66 | 73.51 | 80.95 | |
| MixStyleBackbone=ResNet-502026.06 | 96.53 | 93.57 | 95.3 | 90.87 | 79.15 | 83.27 | 86.8 | 68.08 | 74.68 | 84.88 | 71.57 | 73.41 | 89.77 | 78.09 | 81.66 | |
| CrossMatchBackbone=ResNet-502026.06 | 96.53 | 96.34 | 96.12 | 91.37 | 75.67 | 82.32 | 83.92 | 67.02 | 74.55 | 81.61 | 72.03 | 73.99 | 88.37 | 77.76 | 81.75 | |
| SWADBackbone=ResNet-502026.06 | 96.37 | 84.56 | 93.24 | 93.75 | 68.41 | 85 | 85.57 | 58.57 | 75.9 | 81.9 | 74.66 | 74.65 | 89.4 | 71.55 | 82.2 | |
| MEDICBackbone=ResNet-502026.06 | 96.37 | 94.75 | 95.79 | 91.62 | 81.61 | 85.81 | 86.65 | 77.39 | 78.3 | 84.61 | 78.35 | 79.5 | 89.81 | 83.03 | 84.85 |