Domain Adaptation on Office+Caltech (DeCAF6 features, all pairs average)
87.4Accuracy (A to C)ARTL
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ARTLType=Traditional, Features=DeCaf62018.07 | 87.4 | 88.5 | 85.4 | 92.3 | 100 | 88.2 | 92.7 | 100 | 87.3 | 92.4 | 87.8 | 86.6 | 90.7 | |
| MEDAFeatures=DeCaf62018.07 | 87.4 | 88.1 | 88.1 | 99.4 | 99.4 | 93.2 | 93.2 | 97.6 | 87.5 | 93.4 | 95.6 | 91.1 | 92.8 | |
| DDCType=Deep, Features=DeCaf62018.07 | 85 | 86.1 | 89 | 84.9 | 100 | 78 | 89.5 | 98.2 | 81.1 | 91.9 | 85.4 | 88.8 | 88.2 | |
| JGSAType=Traditional, Features=DeCaf62018.07 | 84.9 | 81 | 88.5 | 90.7 | 100 | 85 | 92 | 99.7 | 86.2 | 91.4 | 86.8 | 93.6 | 90 | |
| DMMType=Traditional, Features=DeCaf62018.07 | 84.8 | 84.7 | 92.4 | 86.5 | 98.7 | 81.7 | 90.7 | 99.3 | 83.3 | 92.4 | 87.5 | 90.4 | 89.4 | |
| DUCDAType=Deep, Features=DeCaf62018.07 | 84.8 | — | — | — | — | 80.2 | — | — | 82.5 | 92.8 | 91.6 | 91.7 | — | |
| DCORALType=Deep, Features=DeCaf62018.07 | 84.7 | — | — | — | — | 79.3 | — | — | 82.8 | 92.4 | 91.1 | 91.4 | — | |
| TJMType=Traditional, Features=DeCaf62018.07 | 84.3 | 71.9 | 76.4 | 87.6 | 100 | 83 | 90.3 | 99.3 | 83.8 | 88.8 | 81.4 | 84.7 | 86 | |
| DANType=Deep, Features=DeCaf62018.07 | 84.1 | 91.8 | 91.7 | 92.1 | 100 | 81.2 | 90 | 98.5 | 80.3 | 92 | 90.6 | 89.3 | 90.1 | |
| JDAType=Traditional, Features=DeCaf62018.07 | 83.6 | 78.3 | 80.3 | 90.3 | 100 | 84.8 | 91.7 | 99.7 | 85.5 | 89.6 | 85.1 | 89.8 | 88.2 | |
| CORALType=Traditional, Features=DeCaf62018.07 | 83.2 | 74.6 | 84.1 | 81.2 | 100 | 75.5 | 85.5 | 99.3 | 76.8 | 92 | 80 | 84.7 | 84.7 | |
| AlexNetType=Deep, Features=DeCaf62018.07 | 83 | 79.5 | 87.4 | 83.8 | 100 | 73 | 87.1 | 97.7 | 79 | 91.9 | 83.7 | 87.1 | 86.1 | |
| TCAType=Traditional, Features=DeCaf62018.07 | 82.6 | 74.2 | 81.5 | 84.1 | 100 | 80.4 | 89.1 | 99.7 | 82.3 | 89.8 | 78.3 | 85.4 | 85.6 | |
| SVMType=Traditional, Features=DeCaf62018.07 | 82.2 | 71.9 | 80.9 | 73.4 | 100 | 67.9 | 78.7 | 98.3 | 72.8 | 91.6 | 80.7 | 86 | 82 | |
| SAFeatures=DeCAF6, Base classifier=1NN2015.10 | 80.05 | 68.81 | 78.34 | 77.77 | 100 | 74.89 | 82.67 | 99.32 | 75.69 | 89.46 | 75.93 | 83.44 | 82.2 | |
| PCAType=Traditional, Features=DeCaf62018.07 | 79.3 | 70.9 | 82.2 | 73.5 | 99.4 | 70.3 | 79.2 | 98 | 71.7 | 88.1 | 83.4 | 84.1 | 81.7 | |
| GFKType=Traditional, Features=DeCaf62018.07 | 79.2 | 70.9 | 82.2 | 76.8 | 100 | 69.8 | 76.3 | 99.3 | 71.4 | 88.2 | 77.6 | 86.6 | 81.5 | |
| SCAFeatures=DeCAF6, Base classifier=1NN2015.10 | 78.81 | 75.93 | 85.35 | 86.12 | 100 | 74.8 | 89.98 | 98.64 | 78.09 | 89.46 | 85.42 | 87.9 | 85.88 | |
| SCAType=Traditional, Features=DeCaf62018.07 | 78.8 | 75.9 | 85.4 | 86.1 | 100 | 74.8 | 90 | 98.6 | 78.1 | 89.5 | 85.4 | 87.9 | 85.9 | |
| TJMFeatures=DeCAF6, Base classifier=1NN2015.10 | 78.45 | 72.54 | 85.99 | 82.46 | 100 | 79.61 | 91.34 | 98.31 | 80.77 | 89.67 | 80.68 | 87.26 | 85.59 | |
| GFKFeatures=DeCAF6, Base classifier=1NN2015.10 | 76.85 | 68.47 | 79.62 | 75.26 | 100 | 74.8 | 85.8 | 98.64 | 74.09 | 88.41 | 80.68 | 84.56 | 82.44 | |
| TSCFeatures=DeCAF6, Base classifier=1NN2015.10 | 74.91 | 68.54 | 79.33 | 73.65 | 100 | 73.27 | 84.26 | 97.29 | 76.11 | 88.52 | 80.15 | 86.62 | 81.72 | |
| USCAFeatures=DeCAF6, Base classifier=1NN2015.10 | 74.62 | 73.22 | 79.43 | 79.52 | 100 | 72.81 | 88.71 | 98.31 | 74.98 | 88.52 | 76.27 | 86.62 | 82.75 | |
| KPCAFeatures=DeCAF6, Base classifier=1NN2015.10 | 74.53 | 67.8 | 80.89 | 69.42 | 100 | 65.72 | 80.06 | 98.31 | 75.16 | 88.73 | 77.29 | 86.62 | 80.38 | |
| TCAFeatures=DeCAF6, Base classifier=1NN2015.10 | 74.18 | 71.86 | 78.34 | 79.96 | 100 | 72.57 | 88.2 | 97.29 | 73.46 | 89.25 | 80 | 83.44 | 82.38 | |
| SSTCAFeatures=DeCAF6, Base classifier=1NN2015.10 | 72.25 | 70.73 | 80.13 | 75.65 | 100 | 69.3 | 87.3 | 97.56 | 74.45 | 88.9 | 81.22 | 84.56 | 81.84 | |
| 1NNType=Traditional, Features=DeCaf62018.07 | 71.7 | 68.1 | 74.5 | 62.6 | 98.1 | 55.3 | 50 | 91.5 | 42.1 | 87.3 | 72.5 | 79.6 | 71.1 | |
| RawFeatures=DeCAF6, Base classifier=1NN2015.10 | 70.35 | 57.29 | 64.97 | 62.53 | 98.73 | 60.37 | 62.73 | 89.15 | 52.09 | 85.7 | 66.1 | 74.52 | 70.38 |