Unsupervised Domain Adaptation on Digital Datasets (MNIST, USPS, SVHN, SYN) (test)
98M -> U AccuracyJADA + TSA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| JADA + TSAwith_TSA=true2021.03 | 98 | 98.3 | 98.7 | 99.2 | 98.5 | |
| JADA2021.03 | 97.6 | 97.1 | 96.4 | 98.6 | 97.4 | |
| DM-ADA2021.03 | 96.7 | 94.2 | 95.5 | — | — | |
| MCD2021.03 | 96.5 | 94.1 | 96.2 | — | — | |
| ETD2021.03 | 96.4 | 96.3 | 97.9 | — | — | |
| DMRL2021.03 | 96.1 | 99 | 96.2 | — | — | |
| PixelDA2021.03 | 95.9 | — | — | — | — | |
| UNIT2021.03 | 95.9 | 93.6 | 90.5 | — | — | |
| CyCADA2021.03 | 95.6 | 96.5 | 90.4 | — | — | |
| CDAN2021.03 | 95.6 | 98 | 89.2 | — | — | |
| CDAN + TSAwith_TSA=true2021.03 | 95.1 | 98.7 | 98 | 98.2 | 97.5 | |
| DANN + TSAwith_TSA=true2021.03 | 93.2 | 97.7 | 97.1 | 98 | 96.5 | |
| DIFA2021.03 | 92.3 | 89.7 | 89.7 | — | — | |
| TPN2021.03 | 92.1 | 94.1 | 93 | — | — | |
| Source-only + TSAwith_TSA=true2021.03 | 90.9 | 96.9 | 99.2 | 97.8 | 96.2 | |
| ADDA2021.03 | 89.4 | 90.1 | 76 | 96.3 | 88 | |
| DANN2021.03 | 85.1 | 73 | 71.1 | 90.2 | 79.9 | |
| Source-only2021.03 | 79.4 | 63.4 | 67.1 | 89.7 | 74.9 |