Image Classification on Office-10 + Caltech-10
96.7Average AccuracyMDAIR
Evaluation results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MDAIRBackbone=Inception-ResNet-v22019.04 | 96.7 | — | — | — | — | — | — | — | — | — | — | — | — | 4.8 | — | — | — | — | — | — | — | — | |
| SPLFeatures=Decaf62019.11 | 93 | 87.4 | 92.3 | 87 | 92.7 | 93.2 | 98.7 | 88.2 | 95.3 | 92 | 100 | 100 | 89.2 | — | — | — | — | — | — | — | — | — | |
| DADABackbone=ResNet, Protocol=DAL2019.04 | 92.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | 92 | 95.1 | 91.3 | 93.1 | — | — | — | — | |
| MEDAFeatures=Decaf62019.11 | 92.8 | 87.4 | 93.2 | 87.5 | 93.4 | 95.6 | 91.1 | 88.1 | 88.1 | 93.2 | 97.6 | 99.4 | 99.4 | — | — | — | — | — | — | — | — | — | |
| Best baseline2019.04 | 91.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CAPLSFeatures=Decaf62019.11 | 91.8 | 86.1 | 88.2 | 88.8 | 90.8 | 85.4 | 95.5 | 94.9 | 87.1 | 93 | 100 | 92.3 | 100 | — | — | — | — | — | — | — | — | — | |
| DANNBackbone=ResNet, Protocol=DAL2019.04 | 90.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.5 | 94.3 | 90.5 | 86.3 | — | — | — | — | |
| MCDBackbone=ResNet, Protocol=DAL2019.04 | 90.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.7 | 95.3 | 89.5 | 84.3 | — | — | — | — | |
| DANFeatures=Decaf62019.11 | 90.1 | 84.1 | 81.2 | 80.3 | 92 | 90.6 | 89.3 | 91.7 | 91.8 | 90 | 98.5 | 92.1 | 100 | — | — | — | — | — | — | — | — | — | |
| JGSAFeatures=Decaf62019.11 | 90 | 84.9 | 85 | 86.2 | 91.4 | 86.8 | 93.6 | 88.5 | 81 | 92 | 99.7 | 90.7 | 100 | — | — | — | — | — | — | — | — | — | |
| DADABackbone=AlexNet, Protocol=DAL2019.04 | 89.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | 86.3 | 91.7 | 89.9 | 91.3 | — | — | — | — | |
| SEBackbone=ResNet, Protocol=DAL2019.04 | 89.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.3 | 94.7 | 88.5 | 85.3 | — | — | — | — | |
| ResNetBackbone=ResNet, Protocol=DAL2019.04 | 89 | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.5 | 94.3 | 88.7 | 82.5 | — | — | — | — | |
| DANNBackbone=AlexNet, Protocol=DAL2019.04 | 88.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | 85.9 | 90.5 | 88.6 | 90.4 | — | — | — | — | |
| CAADG2019.11 | 88.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.74 | 88.91 | 86.79 | 82.11 | |
| DDCFeatures=Decaf62019.11 | 88.2 | 85 | 78 | 81.1 | 91.9 | 85.4 | 88.8 | 89 | 86.1 | 85.5 | 98.2 | 84.9 | 100 | — | — | — | — | — | — | — | — | — | |
| DGLRC2019.11 | 87.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 94.21 | 87.63 | 86.32 | 82.24 | |
| DANAdaptation Protocol=standard unsupervised adaptation protocol, Variant=joint multi-layer adaptation with multi-kernel MMD2015.02 | 87.3 | 86 | 81.5 | 82 | 92 | 92 | 90.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DSN2019.11 | 86.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.58 | 86.71 | 85.76 | 81.22 | |
| DAN8Adaptation Protocol=standard unsupervised adaptation protocol, Variant=adaptation through layer 8 with multi-kernel MMD2015.02 | 86.4 | 84.4 | 80.8 | 81.7 | 91.7 | 90.5 | 89.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MTAE2019.11 | 86.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.13 | 86.15 | 85.35 | 80.52 | |
| L-SVM2019.11 | 86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.87 | 86.38 | 84.59 | 81.17 | |
| SCAFeatures=Decaf62019.11 | 85.9 | 78.8 | 74.8 | 78.1 | 89.5 | 85.4 | 87.9 | 85.4 | 75.9 | 90 | 98.6 | 86.1 | 100 | — | — | — | — | — | — | — | — | — | |
| DANSKAdaptation Protocol=standard unsupervised adaptation protocol, Variant=multi-layer variant with single-kernel MMD2015.02 | 85.5 | 84.1 | 79.9 | 81.1 | 91.4 | 86.9 | 89.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DAN7Adaptation Protocol=standard unsupervised adaptation protocol, Variant=adaptation through layer 7 with multi-kernel MMD2015.02 | 85.4 | 84.7 | 78.2 | 81.8 | 91.6 | 87.4 | 88.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AlexNetBackbone=AlexNet, Protocol=DAL2019.04 | 85.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | 83.1 | 88.9 | 86.7 | 82.2 | — | — | — | — | |
| RTNBackbone=AlexNet, Protocol=DAL2019.04 | 85.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | 85.2 | 89.8 | 81.7 | 83.7 | — | — | — | — | |
| CORALFeatures=Decaf62019.11 | 84.7 | 83.2 | 75.5 | 76.8 | 92 | 80 | 84.7 | 84.1 | 74.6 | 85.5 | 99.3 | 81.2 | 100 | — | — | — | — | — | — | — | — | — | |
| DDCAdaptation Protocol=standard unsupervised adaptation protocol2015.02 | 84.6 | 84.3 | 76.9 | 80.5 | 91.3 | 85.5 | 89.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| JANBackbone=AlexNet, Protocol=DAL2019.04 | 84.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | 83.5 | 88.5 | 80.1 | 85.9 | — | — | — | — | |
| UML2019.11 | 84.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.02 | 84.59 | 82.29 | 79.54 | |
| CNNAdaptation Protocol=standard unsupervised adaptation protocol2015.02 | 84 | 83.8 | 76.1 | 80.8 | 91.1 | 83.1 | 89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LapCNNAdaptation Protocol=standard unsupervised adaptation protocol2015.02 | 83.9 | 83.6 | 77.8 | 80.6 | 92.1 | 81.6 | 87.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DCORALFeatures=Decaf62019.11 | 82.8 | — | 79.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Undo-Bias2019.11 | 81.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 90.98 | 85.95 | 80.49 | 69.98 | |
| DANBackbone=AlexNet, Protocol=DAL2019.04 | 81.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.5 | 86.2 | 75.7 | 80.4 | — | — | — | — | |
| MEDAFeatures=SURF2018.07 | 52.7 | 43.9 | 34 | 34.9 | 56.5 | 53.9 | 50.3 | 45.9 | 53.2 | 41.2 | 87.5 | 42.7 | 88.5 | — | — | — | — | — | — | — | — | — | |
| JGSAFeatures=SURF2018.07 | 50 | 40.7 | 33.2 | 29.9 | 51.5 | 45.4 | 47.1 | 47.1 | 45.8 | 38 | 91.9 | 39.9 | 90.5 | — | — | — | — | — | — | — | — | — | |
| CORALFeatures=SURF2018.07 | 48.8 | 40.8 | 33.7 | 33.8 | 52.1 | 44.6 | 45.9 | 39.5 | 44.4 | 37.7 | 84.7 | 36 | 86.6 | — | — | — | — | — | — | — | — | — | |
| JDAFeatures=SURF2018.07 | 46.8 | 37 | 33 | 31.2 | 46.8 | 39.3 | 46.8 | 42 | 38 | 33.4 | 89.2 | 29.8 | 92.4 | — | — | — | — | — | — | — | — | — | |
| CORALFeatures=SURF2015.11 | 46.7 | 40.3 | 34.6 | 34.2 | 47.2 | 39.2 | 40.7 | 38.3 | 38.7 | 38.1 | 85.9 | 37.8 | 84.9 | — | — | — | — | — | — | — | — | — | |
| TJMFeatures=SURF2018.07 | 46.3 | 39.3 | 30.2 | 31.4 | 45.6 | 39 | 44.6 | 45.2 | 42 | 32.8 | 85.4 | 30 | 89.2 | — | — | — | — | — | — | — | — | — | |
| TCAFeatures=SURF2018.07 | 46.2 | 34.6 | 31.5 | 33 | 45.6 | 38.3 | 46 | 35.7 | 40 | 32.8 | 87.5 | 30.5 | 91.1 | — | — | — | — | — | — | — | — | — | |
| SAFeatures=SURF2015.11 | 45.9 | 39.9 | 31.8 | 35 | 46.1 | 38.9 | 39.4 | 38.8 | 39.6 | 42 | 82.3 | 39.3 | 77.9 | — | — | — | — | — | — | — | — | — | |
| TCAFeatures=SURF2015.11 | 45.7 | 40 | 33.7 | 34 | 46.7 | 36.2 | 41.4 | 39.1 | 40.1 | 39.6 | 80.4 | 40.2 | 77.5 | — | — | — | — | — | — | — | — | — | |
| SCAFeatures=SURF2018.07 | 45.2 | 49 | 31.1 | 30.7 | 45.6 | 44.1 | 46.4 | 39.5 | 34.9 | 31.6 | 84.4 | 30 | 87.3 | — | — | — | — | — | — | — | — | — | |
| TCAAdaptation Protocol=standard unsupervised adaptation protocol2015.02 | 44.6 | 42.7 | 34.1 | 35.4 | 54.7 | 50.5 | 50.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ARTLFeatures=SURF2018.07 | 44.3 | 42 | 29.7 | 30.5 | 44.1 | 31.5 | 45.9 | 36.9 | 33.6 | 34.9 | 88.5 | 38.3 | 87.9 | — | — | — | — | — | — | — | — | — | |
| PCAFeatures=SURF2018.07 | 43.6 | 39 | 28.2 | 29.7 | 39.5 | 31.6 | 45.6 | 33.8 | 35.9 | 33.2 | 86.1 | 29.1 | 89.2 | — | — | — | — | — | — | — | — | — | |
| GFKFeatures=SURF2015.11 | 43.4 | 38.3 | 29.1 | 31.4 | 44.8 | 34.9 | 36.1 | 37.9 | 39.8 | 37.9 | 79.1 | 37.1 | 74.6 | — | — | — | — | — | — | — | — | — | |
| GFKFeatures=SURF2018.07 | 43.1 | 39.3 | 24.8 | 29.3 | 43.1 | 37 | 43.1 | 40.1 | 37 | 28.7 | 80.3 | 27.6 | 85.4 | — | — | — | — | — | — | — | — | — | |
| SVMFeatures=SURF2018.07 | 41.1 | 41.7 | 28.8 | 26.4 | 53.1 | 41.7 | 47.8 | 44.6 | 31.9 | 26.2 | 52.5 | 27.6 | 78.3 | — | — | — | — | — | — | — | — | — | |
| GFKAdaptation Protocol=standard unsupervised adaptation protocol2015.02 | 41 | 41.4 | 26.4 | 36.4 | 56.2 | 43.7 | 42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SVMAFeatures=SURF2015.11 | 41 | 34.8 | 33.5 | 31.4 | 39.1 | 32.9 | 34.5 | 34.1 | 32.5 | 33.4 | 74.4 | 36.6 | 75 | — | — | — | — | — | — | — | — | — | |
| DAMFeatures=SURF2015.11 | 40.2 | 34.9 | 31.2 | 31.5 | 39.2 | 33.1 | 34.7 | 34.3 | 32.5 | 33.5 | 74.7 | 34.7 | 68.3 | — | — | — | — | — | — | — | — | — | |
| GFKFeatures=SURF-BoW, Base Classifier=1NN2015.10 | 39.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NAFeatures=SURF2015.11 | 37.8 | 35.8 | 25.7 | 27.1 | 43.7 | 30 | 39.4 | 33.1 | 24.9 | 26.4 | 56.4 | 32.3 | 78.9 | — | — | — | — | — | — | — | — | — | |
| SAFeatures=SURF-BoW, Base Classifier=1NN2015.10 | 37.63 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TJMFeatures=SURF-BoW, Base Classifier=1NN2015.10 | 35.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SAFeatures=SURF-BoW, Base Classifier=1NN2015.10 | 34.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCAFeatures=SURF-BoW, Base Classifier=1NN2015.10 | 34.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SCAFeatures=SURF-BoW, Base Classifier=1NN2015.10 | 33.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| uSCAFeatures=SURF-BoW, Base Classifier=1NN2015.10 | 33.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| KPCAFeatures=SURF-BoW, Base Classifier=1NN2015.10 | 33.76 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TJMFeatures=SURF-BoW, Base Classifier=1NN2015.10 | 33.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TSCFeatures=SURF-BoW, Base Classifier=1NN2015.10 | 33.14 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TSCFeatures=SURF-BoW, Base Classifier=1NN2015.10 | 32.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| uSCAFeatures=SURF-BoW, Base Classifier=1NN2015.10 | 32.88 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSTCAFeatures=SURF-BoW, Base Classifier=1NN2015.10 | 32.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| KPCAFeatures=SURF-BoW, Base Classifier=1NN2015.10 | 31.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| 1NNFeatures=SURF2018.07 | 31.4 | 26 | 19.9 | 26.3 | 23.7 | 25.8 | 25.5 | 25.5 | 29.8 | 28.5 | 63.4 | 23 | 59.2 | — | — | — | — | — | — | — | — | — | |
| TCAFeatures=SURF-BoW, Base Classifier=1NN2015.10 | 31.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RawFeatures=SURF-BoW, Base Classifier=1NN2015.10 | 29.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GFKFeatures=SURF-BoW, Base Classifier=1NN2015.10 | 28.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSTCAFeatures=SURF-BoW, Base Classifier=1NN2015.10 | 28.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RawFeatures=SURF-BoW, Base Classifier=1NN2015.10 | 25.48 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TCAFeatures=SURF-BoW, Base Classifier=1NN2015.10 | 25.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |