Classification on Office-Home Open-set (test)
64.5Acc (Ar->Cl)SHOT (full)
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SHOT (full)Backbone=ResNet-502020.02 | 64.5 | 80.4 | 84.7 | 63.1 | 75.4 | 81.2 | 65.3 | 59.3 | 83.3 | 69.6 | 64.6 | 82.3 | 72.8 | |
| SHOT + HCLSource-Free=true2021.10 | 64.2 | 78.3 | 83 | 61.1 | 72.2 | 79.6 | 65.5 | 59.3 | 80.6 | 80.1 | 72 | 82.8 | 73.2 | |
| HCLSource-Free=true2021.10 | 64 | 78.6 | 82.4 | 64.5 | 73.1 | 80.1 | 64.8 | 59.8 | 75.3 | 78.1 | 69.3 | 81.5 | 72.6 | |
| SHOT-IMBackbone=ResNet-50, configuration=information maximization2020.02 | 62.5 | 77.8 | 83.9 | 60.9 | 73.4 | 79.4 | 64.7 | 58.7 | 83.1 | 69.1 | 62 | 82.1 | 71.5 | |
| SHOTSource-Free=true2021.10 | 62.5 | 77.8 | 83.9 | 60.9 | 73.4 | 79.4 | 64.7 | 58.7 | 83.1 | 69.1 | 62 | 82.1 | 71.5 | |
| STABackbone=ResNet-502020.02 | 58.1 | 53.1 | 54.4 | 71.6 | 69.3 | 81.9 | 63.4 | 65.2 | 74.9 | 85 | 75.8 | 80.8 | 69.5 | |
| STASource-Free=false2021.10 | 58.1 | 53.1 | 54.4 | 71.6 | 69.3 | 81.9 | 63.4 | 65.2 | 74.9 | 85 | 75.8 | 80.8 | 69.5 | |
| OSBPBackbone=ResNet-502020.02 | 56.7 | 51.5 | 49.2 | 67.5 | 65.5 | 74 | 62.5 | 64.8 | 69.3 | 80.6 | 74.7 | 71.5 | 65.7 | |
| OSBPSource-Free=false2021.10 | 56.7 | 51.5 | 49.2 | 67.5 | 65.5 | 74 | 62.5 | 64.8 | 69.3 | 80.6 | 74.7 | 71.5 | 65.7 | |
| OpenMaxBackbone=ResNet-502020.02 | 56.5 | 52.9 | 53.7 | 69.1 | 64.8 | 74.5 | 64.1 | 64 | 71.2 | 80.3 | 73 | 76.9 | 66.7 | |
| OpenMaxSource-Free=false2021.10 | 56.5 | 52.9 | 53.7 | 69.1 | 64.8 | 74.5 | 64.1 | 64 | 71.2 | 80.3 | 73 | 76.9 | 66.7 | |
| ATI-λBackbone=ResNet-502020.02 | 55.2 | 52.6 | 53.5 | 69.1 | 63.5 | 74.1 | 61.7 | 64.5 | 70.7 | 79.2 | 72.9 | 75.8 | 66.1 | |
| ResNetBackbone=ResNet-502020.02 | 53.4 | 52.7 | 51.9 | 69.3 | 61.8 | 74.1 | 61.4 | 64 | 70 | 78.7 | 71 | 74.9 | 65.3 | |
| Source model onlyBackbone=ResNet-502020.02 | 36.3 | 54.8 | 69.1 | 33.8 | 44.4 | 49.2 | 36.8 | 29.2 | 56.8 | 51.4 | 35.1 | 62.3 | 46.6 |