Unsupervised Domain Adaptation Classification on Office-31 (test)
99.1Accuracy (A->W)PMTrans
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| PMTransBackbone=ViT2024.07 | 99.1 | 99.6 | 100 | 99.4 | 85.7 | 86.3 | 95 | — | |
| CDTransBackbone=ViT (Deit)2024.07 | 97 | 96.7 | 81.1 | 99 | 81.9 | 100 | 92.6 | — | |
| MDD+NWDBackbone=ResNet-502022.04 | 95.5 | 98.7 | 100 | 94.9 | 76.6 | 74 | 90 | — | |
| MCCBackbone=ResNet-502022.04 | 95.5 | 98.6 | 100 | 94.4 | 72.9 | 74.9 | 89.4 | — | |
| MCC+NWDBackbone=ResNet-502022.04 | 95.5 | 98.7 | 100 | 95.4 | 75 | 75.1 | 90 | — | |
| EUDA-LLBackbone=ViT (DinoV2)2024.07 | 95.3 | 100 | 100 | 93.4 | 80.5 | 82.9 | 92 | — | |
| DALNBackbone=ResNet-502022.04 | 95.2 | 99.1 | 100 | 95.4 | 76.4 | 76.5 | 90.4 | — | |
| GVB-GDBackbone=ResNet-502022.04 | 94.8 | 98.7 | 100 | 95 | 73.4 | 73.7 | 89.3 | — | |
| TSABackbone=ResNet-502022.04 | 94.8 | 99.1 | 100 | 92.6 | 74.9 | 74.4 | 89.3 | — | |
| MDDBackbone=ResNet-502022.04 | 94.5 | 98.4 | 100 | 93.5 | 74.6 | 72.2 | 88.9 | — | |
| SCDABackbone=ResNet-502022.04 | 94.2 | 98.7 | 99.8 | 95.2 | 75.7 | 76.2 | 90 | — | |
| CDANBackbone=ResNet-502022.04 | 94.1 | 98.6 | 100 | 92.9 | 71 | 69.3 | 87.7 | — | |
| CDAN+NWDBackbone=ResNet-502022.04 | 93.7 | 98.5 | 100 | 91 | 74.4 | 73 | 88.4 | — | |
| FGDABackbone=ResNet-502022.04 | 93.3 | 99.1 | 100 | 93.2 | 73.2 | 72.7 | 88.6 | — | |
| MetaAlignBackbone=ResNet-502022.04 | 93 | 98.6 | 100 | 94.5 | 75 | 73.6 | 89.2 | — | |
| DMP#Params=1x, FLOPs=1x2022.06 | 93 | 99 | 100 | 91 | 71.4 | 70.2 | 87.4 | — | |
| DADABackbone=ResNet-502022.04 | 92.3 | 99.2 | 100 | 93.9 | 74.4 | 74.2 | 89 | — | |
| DANN+NWDBackbone=ResNet-502022.04 | 92.1 | 98.2 | 100 | 84.7 | 74.5 | 73 | 87.1 | — | |
| TVT - BaselineBackbone=ViT2024.07 | 91.6 | 99 | 100 | 90.6 | 80.2 | 80.2 | 90.3 | — | |
| TVTBackbone=ViT2024.07 | 91.6 | 99 | 100 | 90.6 | 80.2 | 80.2 | 90.3 | — | |
| BNMBackbone=ResNet-502022.04 | 91.5 | 98.5 | 100 | 90.3 | 70.9 | 71.6 | 87.1 | — | |
| BNM#Params=1x, FLOPs=1x2022.06 | 91.5 | 98.9 | 100 | 90.3 | 70.9 | 71.6 | 87.1 | — | |
| SlimDA#Params=1/64x, FLOPs=1/64x2022.06 | 91.2 | 97.2 | 98.9 | 91.2 | 71.3 | 68.9 | 86.8 | 0.8 | |
| SymNets (impl.)#Params=1x, FLOPs=1x2022.06 | 91 | 98.4 | 99.6 | 89.7 | 72.2 | 72.5 | 87.2 | — | |
| DMRL#Params=1x, FLOPs=1x2022.06 | 90.8 | 99 | 100 | 93.4 | 73 | 71.2 | 87.9 | — | |
| SymNets#Params=1x, FLOPs=1x2022.06 | 90.8 | 98.8 | 100 | 93.9 | 74.6 | 72.5 | 88.4 | — | |
| SlimDA#Params=1/20x, FLOPs=1/32x2022.06 | 90.8 | 97.7 | 99.5 | 91.5 | 71.8 | 70.8 | 87 | 0.6 | |
| Source OnlyBackbone=ViT (Deit)2024.07 | 90.8 | 90.4 | 76.8 | 98.2 | 76.4 | 100 | 88.8 | — | |
| SlimDA#Params=1x, FLOPs=1x2022.06 | 90.7 | 99.2 | 100 | 91.8 | 73.7 | 71.1 | 87.6 | — | |
| SlimDA#Params=1/2x, FLOPs=1/2x2022.06 | 90.7 | 99.1 | 100 | 91.8 | 73.3 | 71.1 | 87.6 | 0 | |
| SlimDA#Params=1/10x, FLOPs=1/8x2022.06 | 90.6 | 98.8 | 100 | 91.6 | 72.9 | 71.1 | 87.5 | 0.1 | |
| SlimDA#Params=1/4x, FLOPs=1/4x2022.06 | 90.5 | 98.1 | 99.8 | 91.9 | 73.1 | 71.2 | 87.4 | 0.2 | |
| SlimDA#Params=1/14x, FLOPs=1/16x2022.06 | 90.5 | 98.7 | 99.8 | 91.4 | 73.1 | 71 | 87.4 | 0.2 | |
| SWDBackbone=ResNet-502022.04 | 90.4 | 98.7 | 100 | 94.7 | 70.3 | 70.5 | 87.4 | — | |
| SHOTBackbone=ResNet2024.07 | 90.1 | 98.4 | 99.9 | 94 | 74.7 | 74.3 | 88.6 | — | |
| Domain Confusion+Em#Params=1x, FLOPs=1x2022.06 | 89.8 | 99 | 100 | 90.1 | 73.9 | 69 | 87 | — | |
| Source OnlyBackbone=ViT2024.07 | 89.2 | 98.9 | 100 | 88.8 | 80.1 | 79.8 | 89.5 | — | |
| MCDBackbone=ResNet-502022.04 | 88.6 | 98.5 | 100 | 92.2 | 69.5 | 69.7 | 86.5 | — | |
| JANBackbone=ResNet2024.07 | 86 | 96.7 | 99.7 | 85.1 | 69.2 | 70.7 | 84.6 | — | |
| CDANBackbone=ResNet2024.07 | 86 | 96.7 | 99.7 | 85.1 | 69.2 | 70.7 | 84.6 | — | |
| ADMP#Params=1/1.7x2022.06 | 83.3 | 98.9 | 99.9 | 83.1 | 63.2 | 64.2 | 82 | — | |
| Domain Confusion#Params=1x, FLOPs=1x2022.06 | 83 | 98.5 | 99.8 | 83.9 | 66.9 | 66.4 | 83.1 | — | |
| ADMP#Params=1/2.5x2022.06 | 82.1 | 98.6 | 99.9 | 81.5 | 63 | 63.2 | 81.3 | — | |
| DANNBackbone=ResNet-502022.04 | 82 | 96.9 | 99.1 | 79.7 | 68.2 | 67.4 | 82.2 | — | |
| RevGradBackbone=ResNet2024.07 | 82 | 96.9 | 99.1 | 79.7 | 68.2 | 67.4 | 82.2 | — | |
| TCP#Params=1/1.7x2022.06 | 81.8 | 98.2 | 99.8 | 77.9 | 50 | 55.5 | 77.2 | — | |
| Source Only#Params=1x, FLOPs=1x2022.06 | 79.9 | 96.8 | 99.5 | 84.1 | 64.5 | 66.4 | 81.9 | — | |
| TCP#Params=1/2.5x2022.06 | 77.4 | 96.3 | 100 | 72 | 36.1 | 46.3 | 71.3 | — | |
| WDGRLBackbone=ResNet-50, reproduced_using_public_code=true2022.04 | 72.6 | 97.1 | 99.2 | 79.5 | 63.7 | 59.5 | 78.6 | — | |
| Source OnlyBackbone=ResNet2024.07 | 68.9 | 68.4 | 62.5 | 96.7 | 60.7 | 99.3 | 76.1 | — | |
| ResNet-50Backbone=ResNet-502022.04 | 68.4 | 96.7 | 99.3 | 68.9 | 62.5 | 60.7 | 76.1 | — |