Image Classification on Office-31 ResNet-50 (full)
96Accuracy (A->D)SFDA-DE
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SFDA-DEsource-free=true, Backbone=ResNet-502022.04 | 96 | 94.2 | 76.6 | 98.5 | 75.5 | 99.8 | 90.1 | |
| SRDCsource-free=false, Backbone=ResNet-502022.04 | 95.8 | 95.7 | 76.7 | 99.2 | 77.1 | 100 | 90.8 | |
| MCCsource-free=false, Backbone=ResNet-502022.04 | 95.6 | 95.4 | 72.6 | 98.6 | 73.9 | 100 | 89.4 | |
| GVB-GDsource-free=false, Backbone=ResNet-502022.04 | 95 | 94.8 | 73.4 | 98.7 | 73.7 | 100 | 89.3 | |
| CANsource-free=false, Backbone=ResNet-502022.04 | 95 | 94.5 | 78 | 99.1 | 77 | 99.8 | 90.6 | |
| GSDAsource-free=false, Backbone=ResNet-502022.04 | 94.8 | 95.7 | 73.5 | 99.1 | 74.9 | 100 | 89.7 | |
| A2Netsource-free=true, Backbone=ResNet-502022.04 | 94.5 | 94 | 76.7 | 99.2 | 76.1 | 100 | 90.1 | |
| SHOTsource-free=true, Backbone=ResNet-502022.04 | 94 | 90.1 | 74.7 | 98.4 | 74.3 | 99.9 | 88.6 | |
| MDDsource-free=false, Backbone=ResNet-502022.04 | 93.5 | 94.5 | 74.6 | 98.4 | 72.2 | 100 | 88.9 | |
| 3C-GANsource-free=true, Backbone=ResNet-502022.04 | 92.7 | 93.7 | 75.3 | 98.5 | 77.8 | 99.8 | 89.6 | |
| SFDAsource-free=true, Backbone=ResNet-502022.04 | 92.2 | 91.1 | 71 | 98.2 | 71.2 | 99.5 | 87.2 |