Unsupervised Domain Adaptation on Office-31 (small-sized)
95.8Accuracy (A -> D)SRDC
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SRDCSource-free=false, Backbone=ResNet-502021.06 | 95.8 | 95.7 | 99.2 | 100 | 76.7 | 77.1 | 90.8 | |
| MCCSource-free=false, Backbone=ResNet-502021.06 | 95.6 | 95.4 | 98.6 | 100 | 72.6 | 73.9 | 89.4 | |
| CANSource-free=false, Backbone=ResNet-502021.06 | 95 | 94.5 | 99.1 | 99.6 | 70.3 | 66.4 | 90.6 | |
| CPGASource-free=true, Backbone=ResNet-502021.06 | 94.4 | 94.1 | 98.4 | 99.8 | 76 | 76.6 | 89.9 | |
| BDGSource-free=false, Backbone=ResNet-502021.06 | 93.6 | 93.6 | 99 | 100 | 73.2 | 72 | 88.5 | |
| DMRLSource-free=false, Backbone=ResNet-502021.06 | 93.4 | 90.8 | 99 | 100 | 73 | 71.2 | 87.9 | |
| SHOTSource-free=true, Backbone=ResNet-502021.06 | 93.1 | 90.9 | 98.8 | 99.9 | 74.5 | 74.8 | 88.7 | |
| CDANSource-free=false, Backbone=ResNet-502021.06 | 92.9 | 94.1 | 98.6 | 100 | 71 | 69.3 | 87.7 | |
| MASource-free=true, Backbone=ResNet-502021.06 | 92.7 | 93.7 | 98.5 | 99.8 | 75.3 | 77.8 | 89.6 | |
| MCDSource-free=false, Backbone=ResNet-502021.06 | 92.2 | 88.6 | 98.5 | 100 | 69.5 | 69.7 | 86.5 | |
| PrDASource-free=true, Backbone=ResNet-502021.06 | 92.2 | 91.1 | 98.2 | 99.5 | 71 | 71.2 | 87.2 | |
| BAITSource-free=true, Backbone=ResNet-502021.06 | 92 | 94.6 | 98.1 | 100 | 74.6 | 75.2 | 89.1 | |
| MDDSource-free=false, Backbone=ResNet-502021.06 | 90.4 | 90.4 | 98.7 | 99.9 | 75 | 73.7 | 88 | |
| ResNet-50Source-free=false, Backbone=ResNet-502021.06 | 68.9 | 68.4 | 96.7 | 99.3 | 62.5 | 60.7 | 76.1 |