Image Classification on Digits (MNIST, USPS, SVHN, MNIST-M) standard (test)
4.2Source DropSF-MAP
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SF-MAPSource Domain=SN, Protocol=Source-free setting2024.03 | 4.2 | 34.8 | 52.5 | 87.2 | 32 | 25 | 0.12 | |
| SF-MAPSource Domain=MM, Protocol=Source-free setting2024.03 | 5.2 | 93.3 | 49 | 22.1 | 91.8 | 19.6 | 0.2 | |
| SF-MAPSource Domain=Mean, Protocol=Source-free setting2024.03 | 8.7 | — | — | — | — | 24 | 0.24 | |
| SF-MAPSource Domain=MT, Protocol=Source-free setting2024.03 | 9 | 90.2 | 59.9 | 19.4 | 24.5 | 31.3 | 0.19 | |
| SF-MAPSource Domain=US, Protocol=Source-free setting2024.03 | 16.2 | 67.3 | 83.5 | 7.1 | 30.8 | 20 | 0.45 | |
| NTLSource Domain=MT, Protocol=Source-free setting2024.03 | 57.6 | 41.3 | 38.9 | 19 | 11.1 | 49.5 | 0.89 | |
| NTLSource Domain=US, Protocol=Source-free setting2024.03 | 59.7 | 33.2 | 40 | 6.8 | 10.8 | 38.1 | 0.86 | |
| NTLSource Domain=Mean, Protocol=Source-free setting2024.03 | 66.5 | — | — | — | — | 45.1 | 1.01 | |
| NTLSource Domain=SN, Protocol=Source-free setting2024.03 | 72.6 | 20.5 | 32.7 | 19.4 | 9.2 | 37.9 | 1.22 | |
| NTLSource Domain=MM, Protocol=Source-free setting2024.03 | 76.2 | 11.3 | 30.7 | 19 | 20.6 | 55 | 1.08 | |
| CUTISource Domain=SN, Protocol=Source-free setting2024.03 | 78.4 | 9.3 | 14.1 | 13.6 | 9.4 | 47.7 | 1.05 | |
| CUTISource Domain=MM, Protocol=Source-free setting2024.03 | 82.6 | 11.4 | 14.1 | 19 | 14.2 | 60.5 | 1.06 | |
| CUTISource Domain=Mean, Protocol=Source-free setting2024.03 | 84.7 | — | — | — | — | 53.1 | 1.08 | |
| CUTISource Domain=MT, Protocol=Source-free setting2024.03 | 85.9 | 13 | 14.1 | 19 | 11.2 | 51.1 | 1.12 | |
| CUTISource Domain=US, Protocol=Source-free setting2024.03 | 91.9 | 10.7 | 7.8 | 6.6 | 10.6 | 53.1 | 1.11 |