Domain Adaptation on Office31 (test)
95.95Mean AccuracyUniAM
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| UniAMBackbone=ViT2023.04 | 95.95 | 93.23 | 92.35 | 95.46 | 99.62 | 99.81 | 95.28 | |
| UniOTBackbone=ViT2023.04 | 94.47 | 93.81 | 89.67 | 96.35 | 99.13 | 99.43 | 88.4 | |
| Ours+GSDEbackbone=ResNet-50, strategy=Gradual Source Domain Expansion2023.11 | 91.7 | 79.2 | 78.3 | 96.9 | 98.8 | 100 | 96.7 | |
| UniOTBackbone=ResNet-502023.04 | 91.54 | 88.08 | 89.85 | 89.16 | 98.93 | 96.87 | 86.35 | |
| FixBibackbone=ResNet-502023.11 | 91.4 | 79.4 | 78.7 | 96.1 | 99.3 | 100 | 95 | |
| SRDCbackbone=ResNet-502023.11 | 90.8 | 77.1 | 76.7 | 95.7 | 99.2 | 100 | 95.8 | |
| SRDCSource-Free=false, Backbone=ResNet-502024.03 | 90.8 | 77.1 | 76.7 | 95.8 | 99.2 | 100 | 95.7 | |
| CANbackbone=ResNet-502023.11 | 90.6 | 77 | 78 | 94.5 | 99.1 | 99.8 | 95 | |
| Oursbackbone=ResNet-502023.11 | 90.6 | 77.2 | 76 | 95.8 | 99.2 | 100 | 95.6 | |
| BIWAA-Ibackbone=ResNet-502023.11 | 90.5 | 77.3 | 75.9 | 95.6 | 99 | 100 | 95.4 | |
| SF(DA)²Source-Free=true, Backbone=ResNet-502024.03 | 89.9 | 76.8 | 75.7 | 95.8 | 99 | 99.8 | 92.1 | |
| MJEbackbone=ResNet-502023.11 | 89.8 | 77.8 | 76.1 | 91.9 | 99 | 100 | 93.7 | |
| AaDSource-Free=true, Backbone=ResNet-502024.03 | 89.7 | 75.4 | 75.6 | 94.5 | 98.2 | 99.9 | 94.5 | |
| 3C-GANSource-Free=true, Backbone=ResNet-502024.03 | 89.6 | 77.8 | 75.3 | 92.7 | 98.5 | 99.8 | 93.7 | |
| MCCSource-Free=false, Backbone=ResNet-502024.03 | 89.4 | 73.9 | 72.6 | 95.6 | 98.6 | 100 | 95.4 | |
| NRCSource-Free=true, Backbone=ResNet-502024.03 | 89.4 | 75.8 | 76 | 92.9 | 98.1 | 99.9 | 93.5 | |
| OVANetBackbone=ViT2023.04 | 88.92 | 91.25 | 92.67 | 87.75 | 93.14 | 85.72 | 82.96 | |
| MDDBackbone=ResNet-50, CLDA=true2023.03 | 88.9 | — | — | — | — | — | — | |
| SHOTSource-Free=true, Backbone=ResNet-502024.03 | 88.7 | 75.3 | 74.5 | 93.8 | 98.9 | 99.9 | 89.6 | |
| SymNetsbackbone=ResNet-502023.11 | 88.4 | 72.5 | 74.6 | 90.8 | 98.8 | 100 | 93.9 | |
| GLCBackbone=ResNet-50, SF=true, CLDA=true, Learning Rate=1e-3, p=0.752023.03 | 88.1 | — | — | — | — | — | — | |
| CDAN+Ebackbone=ResNet-502023.11 | 87.7 | 69.3 | 71 | 94.1 | 98.6 | 100 | 92.9 | |
| CDANSource-Free=false, Backbone=ResNet-502024.03 | 87.7 | 69.3 | 71 | 92.9 | 98.6 | 100 | 94.1 | |
| DCCBackbone=ResNet-50, CLDA=true2023.03 | 87.4 | — | — | — | — | — | — | |
| CDANBackbone=ResNet-50, CLDA=true2023.03 | 86.6 | — | — | — | — | — | — | |
| OVANetBackbone=ResNet-502023.04 | 86.59 | 84.23 | 80.43 | 79.45 | 95.43 | 94.35 | 85.67 | |
| MCDbackbone=ResNet-502023.11 | 86.5 | 69.7 | 69.5 | 88.6 | 98.5 | 100 | 92.2 | |
| MSTNbackbone=ResNet-502023.11 | 86.5 | 65.6 | 72.7 | 91.3 | 98.9 | 100 | 90.4 | |
| MCDSource-Free=false, Backbone=ResNet-502024.03 | 86.5 | 69.7 | 69.5 | 92.2 | 98.5 | 100 | 88.6 | |
| DANCEBackbone=ResNet-50, CLDA=true2023.03 | 85.5 | — | — | — | — | — | — | |
| UANBackbone=ResNet-502023.03 | 84.4 | — | — | — | — | — | — | |
| UMADBackbone=ResNet-50, SF=true2023.03 | 81.7 | — | — | — | — | — | — | |
| DCCBackbone=ResNet-502023.04 | 80.16 | 75.87 | 70.18 | 78.54 | 79.29 | 88.58 | 88.5 | |
| CMUBackbone=ResNet-502023.03 | 79.9 | — | — | — | — | — | — | |
| Source-onlyBackbone=ResNet-50, SF=true2023.03 | 78.8 | — | — | — | — | — | — | |
| CLDABackbone=VGG, Shots=3-shot2021.06 | 77.6 | 78.6 | 76.7 | — | — | — | — | |
| MMEBackbone=VGG, Shots=3-shot2021.06 | 76.95 | 76.3 | 77.6 | — | — | — | — | |
| ResNet-50backbone=ResNet-502023.11 | 76.1 | 60.7 | 62.5 | 68.4 | 96.7 | 99.3 | 68.9 | |
| Source onlySource-Free=false, Backbone=ResNet-502024.03 | 76.1 | 60.7 | 62.6 | 68.9 | 96.7 | 99.3 | 68.4 | |
| CLDABackbone=VGG, Shots=1-shot2021.06 | 75.6 | 76.2 | 75.1 | — | — | — | — | |
| ENTBackbone=VGG, Shots=3-shot2021.06 | 75.25 | 75.4 | 75.1 | — | — | — | — | |
| DANNBackbone=VGG, Shots=3-shot2021.06 | 75 | 75.4 | 74.6 | — | — | — | — | |
| ADRBackbone=VGG, Shots=3-shot2021.06 | 73.7 | 73.3 | 74.1 | — | — | — | — | |
| MMEBackbone=VGG, Shots=1-shot2021.06 | 73.35 | 73.1 | 73.6 | — | — | — | — | |
| S+TBackbone=VGG, Shots=3-shot2021.06 | 73.25 | 73.2 | 73.3 | — | — | — | — | |
| CMUBackbone=ResNet-502023.04 | 73.14 | 72.23 | 71.42 | 67.33 | 79.32 | 80.42 | 68.11 | |
| CDANBackbone=VGG, Shots=3-shot2021.06 | 72.9 | 74.4 | 71.4 | — | — | — | — | |
| CLDABackbone=Alexnet, Shots=3-shot2021.06 | 71.5 | 70.5 | 72.5 | — | — | — | — | |
| ENTBackbone=VGG, Shots=1-shot2021.06 | 70.6 | 69.1 | 72.1 | — | — | — | — | |
| OVANetBackbone=ResNet-50, CLDA=true2023.03 | 70.4 | — | — | — | — | — | — | |
| DANNBackbone=VGG, Shots=1-shot2021.06 | 69.85 | 69.3 | 70.4 | — | — | — | — | |
| ADRBackbone=VGG, Shots=1-shot2021.06 | 69.45 | 69.7 | 69.2 | — | — | — | — | |
| S+TBackbone=VGG, Shots=1-shot2021.06 | 68.7 | 69.2 | 68.2 | — | — | — | — | |
| BIATBackbone=Alexnet, Shots=3-shot2021.06 | 68.4 | 68.2 | 68.5 | — | — | — | — | |
| APEBackbone=Alexnet, Shots=3-shot2021.06 | 68.3 | 67.6 | 69 | — | — | — | — | |
| MMEBackbone=Alexnet, Shots=3-shot2021.06 | 67.6 | 67.3 | 67.8 | — | — | — | — | |
| CDANBackbone=VGG, Shots=1-shot2021.06 | 65.15 | 65.9 | 64.4 | — | — | — | — | |
| ENTBackbone=Alexnet, Shots=3-shot2021.06 | 65.1 | 64 | 66.2 | — | — | — | — | |
| DANNBackbone=Alexnet, Shots=3-shot2021.06 | 64.8 | 64.4 | 65.2 | — | — | — | — | |
| CLDABackbone=Alexnet, Shots=1-shot2021.06 | 63.6 | 64.6 | 62.7 | — | — | — | — | |
| UANBackbone=ResNet-502023.04 | 63.46 | 60.34 | 60.11 | 58.61 | 70.62 | 71.42 | 59.68 | |
| S+TBackbone=Alexnet, Shots=3-shot2021.06 | 61.8 | 61.2 | 62.4 | — | — | — | — | |
| ADRBackbone=Alexnet, Shots=3-shot2021.06 | 61.3 | 61.2 | 61.4 | — | — | — | — | |
| CDANBackbone=Alexnet, Shots=3-shot2021.06 | 60.8 | 60.3 | 61.4 | — | — | — | — | |
| MMEBackbone=Alexnet, Shots=1-shot2021.06 | 56.5 | 57.2 | 55.8 | — | — | — | — | |
| BIATBackbone=Alexnet, Shots=1-shot2021.06 | 56.3 | 57.9 | 54.6 | — | — | — | — | |
| DANNBackbone=Alexnet, Shots=1-shot2021.06 | 55.8 | 57 | 54.5 | — | — | — | — | |
| OSBPBackbone=ResNet-502023.04 | 52.34 | 50.16 | 49.75 | 50.23 | 55.53 | 57.2 | 51.14 | |
| ResNetBackbone=ResNet-502023.04 | 50.94 | 48.96 | 48.48 | 47.92 | 54.94 | 55.6 | 49.78 | |
| ADRBackbone=Alexnet, Shots=1-shot2021.06 | 50.6 | 50.2 | 50.9 | — | — | — | — | |
| DANNBackbone=ResNet-502023.04 | 50.6 | 49.33 | 47.69 | 48.82 | 52.73 | 54.87 | 50.18 | |
| ENTBackbone=Alexnet, Shots=1-shot2021.06 | 50.4 | 50.7 | 50 | — | — | — | — | |
| S+TBackbone=Alexnet, Shots=1-shot2021.06 | 50.2 | 50.4 | 50 | — | — | — | — | |
| CDANBackbone=Alexnet, Shots=1-shot2021.06 | 49.5 | 50.4 | 48.5 | — | — | — | — |