Domain Adaptation on Office-31 (Standard Unsupervised Evaluation)
98.5Accuracy (A to W)Mirror Samples
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Mirror SamplesBackbone=ResNet-502021.10 | 98.5 | 99.3 | 100 | 96.2 | 77 | 78.9 | 91.7 | |
| SSRT-BBackbone=ViT-B2022.04 | 97.7 | 99.2 | 100 | 98.6 | 83.5 | 82.2 | 93.5 | |
| CDTrans-BScale=Base, Pre-training=ImageNet-1K2021.09 | 96.7 | 99 | 100 | 97 | 81.1 | 81.9 | 92.6 | |
| CDTransArchitecture=Transformer2022.04 | 96.7 | 99 | 100 | 97 | 81.1 | 81.9 | 92.6 | |
| TVT°Backbone=ViT, Pre-training=ImageNet-21K2021.09 | 96.4 | 99.4 | 100 | 96.4 | 84.9 | 86.1 | 93.8 | |
| TVTArchitecture=Transformer2022.04 | 96.4 | 99.4 | 100 | 96.4 | 84.9 | 86.1 | 93.8 | |
| RSDA-MSTNBackbone=ResNet-502021.10 | 96.1 | 99.3 | 100 | 95.8 | 77.4 | 78.9 | 91.1 | |
| FixBiBackbone=ResNet-502021.10 | 96.1 | 99.3 | 100 | 95 | 78.7 | 79.4 | 91.4 | |
| BSP + TSABackbone=ResNet-502021.03 | 96 | 98.7 | 100 | 95.4 | 76.7 | 76.8 | 90.6 | |
| SRDCBackbone=ResNet-502021.10 | 95.7 | 99.2 | 100 | 95.8 | 76.7 | 77.1 | 90.8 | |
| CDAN+TN2021.09 | 95.7 | 98.7 | 100 | 94 | 73.4 | 74.2 | 89.3 | |
| CDAN+TNBackbone=ResNet-502022.04 | 95.7 | 98.7 | 100 | 94 | 73.4 | 74.2 | 89.3 | |
| SSRT-SBackbone=ViT-S2022.04 | 95.7 | 99.2 | 100 | 95.8 | 79.2 | 79.9 | 91.6 | |
| CGDM-B*Scale=Base2021.09 | 95.3 | 97.6 | 99.8 | 94.6 | 78.8 | 81.2 | 91.2 | |
| MDD+SCDABackbone=ResNet-502022.04 | 95.3 | 98.4 | 100 | 95.4 | 77.2 | 75.9 | 90.5 | |
| CDAN + TSABackbone=ResNet-502021.03 | 95.1 | 98.7 | 100 | 95 | 76.3 | 75.9 | 90.2 | |
| DANN + TSABackbone=ResNet-502021.03 | 94.9 | 98.5 | 100 | 92 | 76.3 | 74.6 | 89.4 | |
| MCSDBackbone=ResNet-502021.10 | 94.9 | 99.1 | 100 | 95.6 | 77.6 | 77 | 90.7 | |
| GVB-GDBackbone=ResNet-502021.03 | 94.8 | 98.7 | 100 | 95 | 73.4 | 73.7 | 89.3 | |
| ResNet-50 + TSABackbone=ResNet-502021.03 | 94.8 | 99.1 | 100 | 92.6 | 74.9 | 74.4 | 89.3 | |
| MDDBackbone=ResNet-502020.02 | 94.5 | 98.4 | 100 | 93.5 | 74.6 | 72.2 | 88.9 | |
| MDDBackbone=ResNet-502020.06 | 94.5 | 98.4 | 100 | 93.5 | 74.6 | 72.2 | 88.9 | |
| MDDBackbone=ResNet-502021.03 | 94.5 | 98.4 | 100 | 93.5 | 74.6 | 72.2 | 88.9 | |
| MDDBackbone=ResNet-502021.10 | 94.5 | 98.4 | 100 | 93.5 | 74.6 | 72.2 | 88.9 | |
| CANBackbone=ResNet-502021.10 | 94.5 | 99.1 | 99.8 | 95 | 78 | 77 | 90.6 | |
| CATBackbone=ResNet-50, class-conditioned alignment=explicit2020.06 | 94.4 | 98 | 100 | 90.8 | 72.2 | 70.2 | 87.6 | |
| rRevGrad+CATBackbone=ResNet-502021.10 | 94.4 | 98 | 100 | 90.8 | 72.2 | 70.2 | 87.6 | |
| rRGrad+CAT2021.09 | 94.4 | 98 | 100 | 90.8 | 72.2 | 70.2 | 87.6 | |
| SHOT-B*Scale=Base2021.09 | 94.3 | 99 | 100 | 95.3 | 79.4 | 80.2 | 91.4 | |
| CDAN+EBackbone=ResNet-502017.05 | 94.1 | 98.6 | 100 | 92.9 | 71 | 69.3 | 87.7 | |
| CDANBackbone=ResNet-502020.02 | 94.1 | 98.6 | 100 | 92.9 | 71 | 69.3 | 87.7 | |
| CDANBackbone=ResNet-502020.06 | 94.1 | 98.6 | 100 | 92.9 | 71 | 69.3 | 87.7 | |
| CDANBackbone=ResNet-502021.03 | 94.1 | 98.6 | 100 | 92.9 | 71 | 69.3 | 87.7 | |
| CDAN+E2021.09 | 94.1 | 98.6 | 100 | 92.9 | 71 | 69.3 | 87.7 | |
| CDTrans-SScale=Small, Pre-training=ImageNet-1K2021.09 | 93.5 | 98.2 | 99.6 | 94.6 | 78.4 | 78 | 90.4 | |
| MEDMBackbone=ResNet-502020.02 | 93.4 | 98.8 | 100 | 93.4 | 74.2 | 75.4 | 89.2 | |
| BSP+CDANBackbone=ResNet-502020.02 | 93.3 | 98.2 | 100 | 93 | 73.6 | 72.6 | 88.5 | |
| BSPBackbone=ResNet-502021.03 | 93.3 | 98.2 | 100 | 93 | 73.6 | 72.6 | 88.5 | |
| BSP-TSABackbone=ResNet-502021.10 | 93.3 | 98.2 | 100 | 93 | 73.6 | 72.6 | 88.5 | |
| CDAN+BSP2021.09 | 93.3 | 98.2 | 100 | 93 | 73.6 | 72.6 | 88.5 | |
| CDANBackbone=ResNet-502017.05 | 93.1 | 98.2 | 100 | 89.8 | 70.1 | 68 | 86.6 | |
| DSRBackbone=ResNet-502021.10 | 93.1 | 98.7 | 99.8 | 92.4 | 73.5 | 73.9 | 88.6 | |
| GSPBackbone=ResNet-502021.03 | 92.9 | 98.7 | 99.8 | 94.5 | 75.9 | 74.9 | 89.5 | |
| TATBackbone=ResNet-502021.03 | 92.5 | 99.3 | 100 | 93.2 | 73.1 | 72.1 | 88.4 | |
| Baseline-BBackbone=ViT-B2022.04 | 92.5 | 99.2 | 100 | 93.6 | 80.7 | 80.7 | 91.1 | |
| MDD+Explicit AlignmentBackbone=ResNet-50, class-conditioned alignment=explicit2020.06 | 92.3 | 98.2 | 99.8 | 92.3 | 74.6 | 72.9 | 88.4 | |
| ETDBackbone=ResNet-502021.03 | 92.1 | 100 | 100 | 88 | 71 | 67.8 | 86.2 | |
| Baseline-SBackbone=ViT-S2022.04 | 91.9 | 99.1 | 100 | 89.2 | 78.4 | 77.9 | 89.4 | |
| SHOT*2021.09 | 91.8 | 98.2 | 99.8 | 93.8 | 74.8 | 74.1 | 88.8 | |
| BNMBackbone=ResNet-502021.03 | 91.5 | 98.5 | 100 | 90.3 | 70.9 | 71.6 | 87.1 | |
| ViT-BBackbone=ViT-B2022.04 | 91.2 | 99.2 | 100 | 90.4 | 81.1 | 80.6 | 90.4 | |
| SHOTBackbone=ResNet-502021.10 | 90.9 | 98.8 | 99.9 | 93.1 | 74.5 | 74.8 | 88.7 | |
| PACETBackbone=ResNet-50, class-conditioned alignment=explicit2020.06 | 90.8 | 97.6 | 99.8 | 90.8 | 73.5 | 73.6 | 87.4 | |
| DMRLBackbone=ResNet-502021.03 | 90.8 | 99 | 100 | 93.4 | 73 | 71.2 | 87.9 | |
| SymNetsBackbone=ResNet-502021.03 | 90.8 | 98.8 | 100 | 93.9 | 74.6 | 72.5 | 88.4 | |
| MDD (source-balanced sampler)Backbone=ResNet-50, sampling=source-balanced2020.06 | 90.4 | 98.7 | 99.9 | 90.4 | 75 | 73.7 | 88 | |
| Baseline-BScale=Base, Pre-training=ImageNet-1K2021.09 | 90.4 | 98.2 | 100 | 90.8 | 76.8 | 76.4 | 88.8 | |
| MDD+Implicit AlignmentBackbone=ResNet-50, class-conditioned alignment=implicit2020.06 | 90.3 | 98.7 | 99.8 | 92.1 | 75.3 | 74.9 | 88.8 | |
| SAFNBackbone=ResNet-502021.10 | 90.1 | 98.6 | 99.8 | 90.7 | 73 | 70.2 | 87.1 | |
| SAFN+ENT2021.09 | 90.1 | 98.6 | 99.8 | 90.7 | 73 | 70.2 | 87.1 | |
| SHOT2021.09 | 90.1 | 98.4 | 99.9 | 94 | 74.7 | 74.3 | 88.6 | |
| SAFN+ENTBackbone=ResNet-502022.04 | 90.1 | 98.6 | 99.8 | 90.7 | 73 | 70.2 | 87.1 | |
| SHOTBackbone=ResNet-502022.04 | 90.1 | 98.4 | 99.9 | 94 | 74.7 | 74.3 | 88.6 | |
| MADABackbone=ResNet2018.09 | 90 | 97.4 | 99.6 | 87.8 | 70.3 | 66.4 | 85.2 | |
| MADABackbone=ResNet-502020.02 | 90 | 97.4 | 99.6 | 87.8 | 70.3 | 66.4 | 85.2 | |
| MADABackbone=ResNet-502020.06 | 90 | 97.4 | 99.6 | 87.8 | 70.3 | 66.4 | 85.2 | |
| GTABackbone=ResNet-502017.05 | 89.5 | 97.9 | 99.8 | 87.7 | 72.8 | 71.4 | 86.5 | |
| GTABackbone=ResNet-502020.06 | 89.5 | 97.9 | 99.8 | 87.7 | 72.8 | 71.4 | 86.5 | |
| MCDBackbone=ResNet-502020.06 | 88.6 | 98.5 | 100 | 92.2 | 69.5 | 69.7 | 86.5 | |
| MCDBackbone=ResNet-502021.03 | 88.6 | 98.5 | 100 | 92.2 | 69.5 | 69.7 | 86.5 | |
| Baseline-SScale=Small, Pre-training=ImageNet-1K2021.09 | 86.9 | 97.7 | 99.6 | 87.6 | 74.9 | 73.5 | 86.7 | |
| ViT-SBackbone=ViT-S2022.04 | 86.9 | 98.6 | 100 | 88.6 | 76 | 75.9 | 87.7 | |
| PADABackbone=ResNet-502018.08 | 86.54 | 99.32 | 100 | 82.17 | 92.69 | 95.41 | 92.69 | |
| ADDABackbone=ResNet-502017.05 | 86.2 | 96.2 | 98.4 | 77.8 | 69.5 | 68.9 | 82.9 | |
| ADDABackbone=ResNet-502020.06 | 86.2 | 96.2 | 98.4 | 77.8 | 69.5 | 68.9 | 82.9 | |
| ADDABackbone=ResNet-502021.03 | 86.2 | 96.2 | 98.4 | 77.8 | 69.5 | 68.9 | 82.9 | |
| ADDABackbone=ResNet-502021.10 | 86.2 | 78.8 | 96.8 | 99.1 | 69.5 | 68.5 | 83.2 | |
| JANBackbone=ResNet-502017.05 | 85.4 | 97.4 | 99.8 | 84.7 | 68.6 | 70 | 84.3 | |
| JANBackbone=ResNet-502020.06 | 85.4 | 97.4 | 99.8 | 84.7 | 68.6 | 70 | 84.3 | |
| JANBackbone=ResNet-502021.03 | 85.4 | 97.4 | 99.8 | 84.7 | 68.6 | 70 | 84.3 | |
| RTNBackbone=ResNet2018.09 | 84.5 | 96.8 | 99.4 | 77.5 | 66.2 | 64.8 | 81.6 | |
| RTNBackbone=ResNet-502017.05 | 84.5 | 96.8 | 99.4 | 77.5 | 66.2 | 64.8 | 81.6 | |
| CADA-ABackbone=AlexNet2019.06 | 84.1 | 99.2 | 99.8 | 77.3 | 61.3 | 54.1 | 79.3 | |
| DM-ADABackbone=ResNet-502021.10 | 83.9 | 98.6 | 99.9 | 77.5 | 64.6 | 64 | 81.6 | |
| DANBackbone=ResNet2018.09 | 83.8 | 96.8 | 99.5 | 78.4 | 66.7 | 62.7 | 81.3 | |
| DANBackbone=ResNet-502020.02 | 83.8 | 96.8 | 99.5 | 78.4 | 66.7 | 62.7 | 81.3 | |
| CADA-PBackbone=AlexNet2019.06 | 83.4 | 99.8 | 100 | 80.1 | 59.8 | 59.5 | 80.4 | |
| PADA-classifierBackbone=ResNet-502018.08 | 83.12 | 99.32 | 100 | 80.16 | 90.13 | 92.34 | 90.85 | |
| PFANBackbone=AlexNet2018.11 | 83 | 99 | 99.9 | 76.3 | 63.3 | 60.8 | 80.4 | |
| JDDABackbone=ResNet-502021.10 | 82.6 | 95.2 | 99.7 | 79.8 | 57.4 | 66.7 | 80.2 | |
| CADA-WBackbone=AlexNet2019.06 | 82.3 | 99.2 | 99.6 | 75.9 | 57.7 | 53.3 | 78 | |
| RevGradBackbone=ResNet2018.09 | 82 | 96.9 | 99.1 | 79.7 | 68.2 | 67.4 | 82.2 | |
| DANNBackbone=ResNet-502017.05 | 82 | 96.9 | 99.1 | 79.7 | 68.2 | 67.4 | 82.2 | |
| RevGradBackbone=ResNet-502020.02 | 82 | 96.9 | 99.1 | 79.7 | 68.2 | 67.4 | 82.2 | |
| DANNBackbone=ResNet-502020.06 | 82 | 96.9 | 99.1 | 79.7 | 68.2 | 67.4 | 82.2 | |
| DANNBackbone=ResNet-502021.03 | 82 | 96.9 | 99.1 | 79.7 | 68.2 | 67.4 | 82.2 | |
| DANN2021.09 | 82 | 96.9 | 99.1 | 79.7 | 68.2 | 67.4 | 82.2 | |
| DANNBackbone=ResNet-502022.04 | 82 | 96.9 | 99.1 | 79.7 | 68.2 | 67.4 | 82.2 | |
| DANNBackbone=ResNet-502021.10 | 81.7 | 98 | 99.8 | 83.9 | 66.4 | 66 | 82.6 | |
| DANBackbone=ResNet-502021.10 | 81.3 | 97.2 | 99.8 | 83.1 | 66.3 | 66.3 | 82.3 |