Domain Adaptation on Office-10 (test)
94.5Acc (A->W)CCSA
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CCSAFeatures=DeCaF-fc62017.09 | 94.5 | 97.2 | 91.2 | 99.6 | 91.7 | 98.7 | 95.4 | |
| NCALsetting=Partial Domain Adaptation2023.12 | 86.5 | 90.8 | 92.5 | 100 | 91.9 | 99.5 | 93.6 | |
| GATEsetting=Partial Domain Adaptation2023.12 | 86.2 | 89.5 | 94.4 | 98.6 | 93.5 | 100 | 93.7 | |
| MLNetsetting=Partial Domain Adaptation2023.12 | 84.6 | 92.4 | 94.9 | 100 | 94.7 | 99.4 | 94.4 | |
| CMUsetting=Partial Domain Adaptation2023.12 | 84.2 | 84.1 | 66.8 | 98.8 | 69.2 | 97.2 | 83.4 | |
| TNTsetting=Partial Domain Adaptation2023.12 | 83.4 | 88.2 | 93.9 | 98.6 | 92.7 | 98.5 | 92.6 | |
| Baselinesetting=Partial Domain Adaptation2023.12 | 81.4 | 85.4 | 87.7 | 99.4 | 87.3 | 98.6 | 90 | |
| DCCsetting=Partial Domain Adaptation2023.12 | 81.3 | 87.3 | 95.5 | 100 | 95.4 | 100 | 93.3 | |
| RTMLFeatures=DeCaF-fc62017.09 | 79.5 | 83.8 | 90.8 | 100 | 90.6 | 98.6 | 90.55 | |
| Lower BoundFeatures=DeCaF-fc62017.09 | 78.9 | 79.2 | 77.3 | 96.6 | 84 | 96.7 | 85.4 | |
| UANsetting=Partial Domain Adaptation2023.12 | 76.8 | 79.7 | 83.7 | 98.3 | 82.7 | 93.4 | 85.8 | |
| CDMLFeatures=DeCaF-fc62017.09 | 75.9 | 81.4 | 86.3 | 99.4 | 88.4 | 95.1 | 87.75 | |
| GFKFeatures=DeCaF-fc62017.09 | 73.1 | 82.6 | 82.6 | 98.8 | 85.4 | 91.3 | 85.63 | |
| CCSAFeatures=SURF2017.09 | 71.2 | 74.2 | 42.9 | 85.1 | 28.9 | 77.3 | 63.2 | |
| DANCEsetting=Partial Domain Adaptation2023.12 | 71.2 | 77.1 | 92.6 | 96.8 | 83.7 | 94.6 | 86 | |
| mSDAFeatures=DeCaF-fc62017.09 | 64.6 | 72.6 | 71.4 | 99.5 | 78.8 | 97.5 | 80.73 | |
| RTMLFeatures=SURF2017.09 | 43.4 | 43.3 | 37.5 | 91.7 | 36.3 | 90.5 | 49.8 | |
| GFKFeatures=SURF2017.09 | 39.9 | 36.2 | 29.8 | 80.9 | 33.2 | 79.4 | 43.5 | |
| CDMLFeatures=SURF2017.09 | 37.3 | 35.3 | 32.4 | 77.9 | 29.4 | 79.4 | 43.5 | |
| mSDAFeatures=SURF2017.09 | 35.5 | 29.7 | 32.1 | 56.6 | 33.6 | 68.6 | 38.4 | |
| Lower BoundFeatures=SURF2017.09 | 26.5 | 17.5 | 25.9 | 46.9 | 19.3 | 48 | 30.6 |