Domain Adaptation on Image-CLEF DA (test)
91.6Average AccuracyMirror Samples
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Mirror SamplesBackbone=ResNet-502021.10 | 91.6 | 95.2 | 81 | 97.9 | 82.4 | 98 | 95.3 | |
| SRDCBackbone=ResNet-502021.10 | 90.9 | 94.1 | 80 | 97.8 | 80.8 | 97.7 | 94.7 | |
| RSDA-MSTNBackbone=ResNet-502021.10 | 90.5 | 94.2 | 79.2 | 98 | 79.8 | 97.3 | 94.5 | |
| SPLBackbone=ResNet-502019.11 | 90.3 | 95.7 | 80.5 | 96.7 | 78.3 | 96.3 | 94.5 | |
| MCSDBackbone=ResNet-502021.10 | 90 | 93.8 | 77.8 | 96.8 | 79.2 | 96.2 | 96.2 | |
| SymNetsBackbone=ResNet-502019.11 | 89.9 | 93.4 | 78.7 | 97 | 80.2 | 96.4 | 93.6 | |
| SymNetsBackbone=ResNet-502021.10 | 89.9 | 93.4 | 78.7 | 97 | 80.2 | 96.4 | 93.6 | |
| BSP-TSABackbone=ResNet-502021.10 | 89.9 | 93.2 | 79.3 | 96.2 | 78.5 | 95.7 | 90.8 | |
| SAFN+ENTBackbone=ResNet-50, Evaluation Protocol=ten-crop, Setting=vanilla2018.11 | 89.6 | 92.8 | 78.4 | 96.7 | 80.2 | 95.7 | 93.8 | |
| CANBackbone=ResNet-502021.10 | 89.6 | 93.2 | 77 | 97.5 | 78.2 | 97.8 | 93.8 | |
| CGDMBackbone=ResNet-502021.06 | 89.5 | — | — | — | — | — | — | |
| DADABackbone=ResNet-50, Protocol=Unsupervised Domain Adaptation2020.01 | 89.3 | 92.3 | 77.8 | 98.2 | 79 | 95 | 93.2 | |
| MEDABackbone=ResNet-502019.11 | 89 | 92.2 | 78.5 | 95.7 | 79.7 | 95.5 | 92.5 | |
| SAFN+ENTBackbone=ResNet-50, Evaluation Protocol=center-crop, Setting=vanilla2018.11 | 88.9 | 91.7 | 77.6 | 96.3 | 79.3 | 95.3 | 93.3 | |
| TATBackbone=ResNet-50, Protocol=Unsupervised Domain Adaptation2020.01 | 88.9 | 92 | 78.2 | 97.5 | 78.8 | 94.7 | 92 | |
| RCABackbone=ResNet-50, Protocol=Unsupervised Domain Adaptation2020.01 | 88.9 | 92 | 77 | 97.7 | 78.7 | 95 | 92.8 | |
| AFNBackbone=ResNet-502021.06 | 88.9 | — | — | — | — | — | — | |
| SAFNBackbone=ResNet-502021.10 | 88.9 | 91.7 | 77.6 | 96.3 | 79.3 | 95.3 | 93.3 | |
| MDDBackbone=ResNet-502021.10 | 88.5 | 92.2 | 76.7 | 97.2 | 77.8 | 95 | 92.2 | |
| SlimDA#Params=4.0M, FLOPs=517M, backbone=1/8xResNet-502022.06 | 88.4 | 90.5 | 75.8 | 97.2 | 78.7 | 96.2 | 91.7 | |
| EasyTLBackbone=ResNet2019.04 | 88.2 | 91.5 | 77.7 | 96 | 78.7 | 95 | 90.3 | |
| CDANBackbone=ResNet2019.04 | 88.1 | 91.2 | 77.2 | 96.7 | 78.3 | 93.7 | 91.2 | |
| SAFNBackbone=ResNet-50, Evaluation Protocol=center-crop, Setting=vanilla2018.11 | 88.1 | 91.1 | 77 | 96.2 | 78 | 94.7 | 91.7 | |
| BNMBackbone=ResNet-502021.06 | 88.1 | 91.7 | 75.7 | 96.2 | 77.2 | 96.7 | 91.2 | |
| CDAN-EBackbone=ResNet-502019.11 | 87.7 | 91.3 | 74.2 | 97.7 | 77.7 | 94.3 | 90.7 | |
| CDAN+EBackbone=ResNet-502021.06 | 87.7 | — | — | — | — | — | — | |
| iCANBackbone=ResNet-502019.11 | 87.4 | 89.9 | 78.5 | 94.7 | 79.5 | 92 | 89.7 | |
| rRevGrad+CATBackbone=ResNet-502021.10 | 87.3 | 91.3 | 75.3 | 95.5 | 77.2 | 93.6 | 91 | |
| SHOTBackbone=ResNet-502021.10 | 87.2 | 88.8 | 76.3 | 94.3 | 78.3 | 95.2 | 90.2 | |
| CDANBackbone=ResNet-50, Evaluation Protocol=ten-crop, Setting=vanilla2018.11 | 87.1 | 90.5 | 74.5 | 97 | 76.7 | 93.5 | 90.6 | |
| CDANBackbone=ResNet-50, Protocol=Unsupervised Domain Adaptation2020.01 | 87.1 | 90.5 | 74.5 | 97 | 76.7 | 93.5 | 90.6 | |
| SlimDA#Params=1.6M, FLOPs=64M, backbone=1/64xResNet-502022.06 | 86.6 | 88.3 | 71.8 | 95.8 | 78.3 | 94.8 | 90.7 | |
| HAFNBackbone=ResNet-50, Evaluation Protocol=center-crop, Setting=vanilla2018.11 | 86.3 | 89.6 | 74.9 | 94.4 | 76.9 | 92.9 | 89 | |
| FixBiBackbone=ResNet-502021.10 | 86 | 89.5 | 71.7 | 94 | 75.7 | 94.2 | 90.7 | |
| JANBackbone=ResNet2019.04 | 85.8 | 89.5 | 74.2 | 94.7 | 76.8 | 91.7 | 88 | |
| JANBackbone=ResNet-50, Evaluation Protocol=center-crop, Setting=vanilla2018.11 | 85.8 | 89.5 | 74.2 | 94.7 | 76.8 | 91.7 | 88 | |
| MADABackbone=ResNet-502019.11 | 85.8 | 88.8 | 75.2 | 96 | 75 | 92.2 | 87.9 | |
| MADABackbone=ResNet-50, Protocol=Unsupervised Domain Adaptation2020.01 | 85.8 | 88.8 | 75.2 | 96 | 75 | 92.2 | 87.9 | |
| EfficientNet_B0#Params=5.3M, FLOPs=390M2022.06 | 85.6 | 87.3 | 71.3 | 96.5 | 76.5 | 94 | 88.5 | |
| MobileNetV2#Params=3.5M, FLOPs=300M2022.06 | 85.5 | 87 | 69.1 | 95.1 | 76 | 95.1 | 90.6 | |
| GhostNet#Params=5.2M, FLOPs=141M2022.06 | 85.2 | 86.1 | 70.2 | 95.5 | 75.8 | 94 | 89.5 | |
| MCDBackbone=ResNet-502021.06 | 85.1 | 88.2 | 71 | 92.7 | 77.3 | 92.3 | 89.2 | |
| DANNBackbone=ResNet2019.04 | 85 | 87 | 74.3 | 96.2 | 75 | 91.5 | 86 | |
| EasyTL(c)Backbone=ResNet2019.04 | 85 | 85.5 | 72 | 93.3 | 78.5 | 91 | 89.5 | |
| DANNBackbone=ResNet-50, Evaluation Protocol=center-crop, Setting=vanilla2018.11 | 85 | 87 | 74.3 | 96.2 | 75 | 91.5 | 86 | |
| DANNBackbone=ResNet-50, Protocol=Unsupervised Domain Adaptation2020.01 | 85 | 87 | 74.3 | 96.2 | 75 | 91.5 | 86 | |
| DANNBackbone=ResNet-502021.06 | 85 | — | — | — | — | — | — | |
| DANNBackbone=ResNet-502021.10 | 85 | 87 | 74.3 | 96.2 | 75 | 91.5 | 86 | |
| RTNBackbone=ResNet-502019.11 | 84.9 | 86.9 | 72.7 | 95.3 | 75.6 | 92.2 | 86.8 | |
| RTNBackbone=ResNet-502021.06 | 84.9 | 86.9 | 72.7 | 95.3 | 75.6 | 92.2 | 86.8 | |
| JDDABackbone=ResNet-502021.10 | 83.3 | 86.3 | 72.5 | 86.3 | 77.5 | 90.6 | 86.7 | |
| TCABackbone=ResNet2019.04 | 83.2 | 89.3 | 74.5 | 93.2 | 77.5 | 83.7 | 80.8 | |
| MinEntBackbone=ResNet-502021.06 | 83 | 83.5 | 69.3 | 93.5 | 76.2 | 89.7 | 85.7 | |
| BDABackbone=ResNet2019.04 | 82.5 | 90.8 | 73.7 | 94 | 75.3 | 83.5 | 77.8 | |
| DANBackbone=ResNet-50, Evaluation Protocol=center-crop, Setting=vanilla2018.11 | 82.5 | 86.3 | 69.2 | 92.8 | 74.5 | 89.8 | 82.2 | |
| DANBackbone=ResNet-50, Protocol=Unsupervised Domain Adaptation2020.01 | 82.5 | 86.3 | 69.2 | 92.8 | 74.5 | 89.8 | 82.2 | |
| DANBackbone=ResNet-502021.06 | 82.5 | — | — | — | — | — | — | |
| DANBackbone=ResNet-502021.10 | 82.5 | 86.3 | 69.2 | 92.8 | 74.5 | 89.8 | 82.2 | |
| SVMBackbone=ResNet2019.04 | 82.2 | 86 | 73.2 | 91.2 | 76.8 | 85.8 | 80.2 | |
| GFKBackbone=ResNet2019.04 | 81.4 | 86.3 | 73.3 | 93 | 75.5 | 82.3 | 78 | |
| MobileNetV3#Params=5.4M, FLOPs=219M2022.06 | 81.4 | 80.3 | 65 | 93.2 | 72.8 | 91.7 | 85.3 | |
| ResNetBackbone=ResNet2019.04 | 80.7 | 78 | 65.5 | 91.5 | 74.8 | 91.2 | 83.9 | |
| ResNet-50Backbone=ResNet-50, Evaluation Protocol=center-crop, Setting=vanilla2018.11 | 80.7 | 78 | 65.5 | 91.5 | 74.8 | 91.2 | 83.9 | |
| ResNet-50Backbone=ResNet-50, Protocol=Unsupervised Domain Adaptation2020.01 | 80.7 | 78 | 65.5 | 91.5 | 74.8 | 91.2 | 83.9 | |
| ResNetBackbone=ResNet-502021.06 | 80.7 | — | — | — | — | — | — | |
| Source ModelBackbone=ResNet-502021.10 | 80.7 | 78 | 65.5 | 91.5 | 74.8 | 91.2 | 83.9 | |
| CAADAprotocol=unsupervised domain adaptation2019.11 | 80.2 | 81.3 | 63.9 | 91.7 | 67.8 | 91.8 | 84.5 | |
| MADAprotocol=unsupervised domain adaptation2019.11 | 79.8 | 80.7 | 63.8 | 91 | 68.3 | 92.2 | 83 | |
| JANprotocol=unsupervised domain adaptation2019.11 | 79.3 | 80 | 63.5 | 91.3 | 67.2 | 91 | 82.8 | |
| DANNprotocol=unsupervised domain adaptation2019.11 | 78.2 | 79.8 | 63.5 | 89 | 66.5 | 88.7 | 81.8 | |
| 1NNBackbone=ResNet2019.04 | 78.1 | 83.5 | 71.3 | 89 | 74.8 | 76.2 | 74 | |
| RTNprotocol=unsupervised domain adaptation2019.11 | 77.9 | 78 | 62 | 89.5 | 67.4 | 89.1 | 81.3 | |
| DANprotocol=unsupervised domain adaptation2019.11 | 76.9 | 76 | 61.6 | 87.7 | 67.3 | 88.4 | 80.5 | |
| CORALBackbone=ResNet2019.04 | 76.7 | 83 | 71.5 | 88.7 | 73.7 | 72 | 71.3 | |
| AlexNetprotocol=unsupervised domain adaptation2019.11 | 73.9 | 71.3 | 59.3 | 84.3 | 66.2 | 84.5 | 70 | |
| ShuffleNet V2#Params=2.3M, FLOPs=146M2022.06 | 72.6 | 81 | 65.2 | 82.1 | 63.2 | 78.9 | 65.4 |