Partial Domain Adaptation on Office-31
97.8Avg AccuracyBA3US
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BA3USSF=false, OPDA=false, OSDA=false, PDA=true2023.03 | 97.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RTNetadvBackbone=ResNet-50, Method Type=PDA2019.05 | 96.9 | — | — | — | — | — | — | 96.2 | 100 | 100 | 97.6 | 92.3 | 95.4 | |
| RTNetBackbone=ResNet-50, Method Type=PDA2019.05 | 96.8 | — | — | — | — | — | — | 95.1 | 100 | 100 | 97.8 | 93.9 | 94.1 | |
| ETNBackbone=ResNet-50, ten-crop testing=false2020.07 | 96.73 | 94.52 | 100 | 100 | 95.03 | 96.21 | 94.64 | — | — | — | — | — | — | |
| ETNSF=false, OPDA=false, OSDA=false, PDA=true2023.03 | 96.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BA³USBackbone=VGG-162020.03 | 95.84 | 95.54 | 99.32 | 100 | 89.83 | 94.92 | 95.41 | — | — | — | — | — | — | |
| ETNBackbone=ResNet-50, Method Type=PDA2019.05 | 95.8 | — | — | — | — | — | — | 93.4 | 99.3 | 99.2 | 95.5 | 95.4 | 91.7 | |
| LEADU=true, SF=true2024.03 | 95.5 | 93.9 | 98.6 | 99.4 | 89.8 | 95.6 | 96 | — | — | — | — | — | — | |
| Jigsaw-gamma, lambdaBackbone=ResNet-50, ten-crop testing=true, config=gamma, lambda2020.07 | 95.49 | 99.66 | 94.46 | 99.57 | 97.67 | 87.33 | 94.26 | — | — | — | — | — | — | |
| GLC + LEADU=true, SF=true, CF=false2024.03 | 95.1 | 93.2 | 96.9 | 99.4 | 89.8 | 95.6 | 96 | — | — | — | — | — | — | |
| Jigsaw-gammaBackbone=ResNet-50, ten-crop testing=true, config=gamma2020.07 | 95.06 | 99.32 | 94.69 | 99.36 | 96.39 | 86.36 | 94.22 | — | — | — | — | — | — | |
| SANBackbone=ResNet-50, ten-crop testing=true2020.07 | 94.96 | 93.9 | 99.32 | 99.36 | 94.27 | 94.15 | 88.73 | — | — | — | — | — | — | |
| IWANBackbone=ResNet-50, ten-crop testing=false2020.07 | 94.69 | 89.15 | 99.32 | 99.36 | 90.45 | 95.62 | 94.26 | — | — | — | — | — | — | |
| DRCNBackbone=ResNet-50, ten-crop testing=true2020.07 | 94.3 | 86 | 88.05 | 95.6 | 100 | 95.8 | 100 | — | — | — | — | — | — | |
| GLCSF=true, OPDA=true, OSDA=true, PDA=true2023.03 | 94.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLCU=true, SF=true, CF=false2024.03 | 94.1 | 89.8 | 96.6 | 99.4 | 89.8 | 92.8 | 96.1 | — | — | — | — | — | — | |
| ETNBackbone=VGG-162020.03 | 93.88 | 89.43 | 100 | 100 | 85.66 | 95.93 | 92.28 | — | — | — | — | — | — | |
| GATESF=false, OPDA=true, OSDA=true, PDA=true2023.03 | 93.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GATEU=true, SF=false2024.03 | 93.7 | 86.2 | 100 | 98.6 | 89.5 | 93.5 | 94.4 | — | — | — | — | — | — | |
| UMAD + LEADU=true, SF=true2024.03 | 93.6 | 90.8 | 98 | 100 | 89.2 | 90.6 | 93 | — | — | — | — | — | — | |
| SAFN+ENTBackbone=ResNet-50, ten-crop testing=false2020.07 | 93.47 | 87.57 | 98.08 | 99.36 | 88.11 | 93.95 | 93.77 | — | — | — | — | — | — | |
| PADABackbone=ResNet-50, Method Type=PDA2019.05 | 93.3 | — | — | — | — | — | — | 86.3 | 99.3 | 100 | 90.4 | 91.3 | 92.6 | |
| DCCSF=false, OPDA=true, OSDA=true, PDA=true2023.03 | 93.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DCCU=true, SF=false, CF=false2024.03 | 93.3 | 81.3 | 100 | 100 | 87.3 | 95.4 | 95.5 | — | — | — | — | — | — | |
| JigsawBackbone=ResNet-50, ten-crop testing=false2020.07 | 93.18 | 91.75 | 94.12 | 98.93 | 90.87 | 89.95 | 93.42 | — | — | — | — | — | — | |
| PADABackbone=ResNet-50, ten-crop testing=true2020.07 | 92.69 | 86.54 | 99.32 | 100 | 82.17 | 92.69 | 95.41 | — | — | — | — | — | — | |
| PADABackbone=VGG-162020.03 | 92.54 | 81.73 | 100 | 100 | 86.05 | 93 | 95.26 | — | — | — | — | — | — | |
| SHOT-PU=false, SF=true2024.03 | 92.4 | 84.4 | 96.6 | 99.4 | 89.8 | 92.2 | 92.2 | — | — | — | — | — | — | |
| SHOT-PSF=true, OPDA=false, OSDA=false, PDA=true2023.03 | 92.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SANBackbone=VGG-162020.03 | 92.07 | 90.7 | 99.32 | 100 | 83.39 | 87.16 | 91.85 | — | — | — | — | — | — | |
| RotationBackbone=ResNet-50, ten-crop testing=false2020.07 | 92.03 | 87.91 | 95.14 | 99.57 | 86.84 | 88.73 | 93.98 | — | — | — | — | — | — | |
| SAFNBackbone=ResNet-50, ten-crop testing=false2020.07 | 91.72 | 84.52 | 97.4 | 98.94 | 84.5 | 92.07 | 92.9 | — | — | — | — | — | — | |
| HAFNBackbone=ResNet-50, ten-crop testing=false2020.07 | 90.28 | 79.89 | 97.63 | 99.57 | 84.93 | 89.59 | 90.08 | — | — | — | — | — | — | |
| UMADSF=true, OPDA=true, OSDA=true, PDA=true2023.03 | 89.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| UMADU=true, SF=false2024.03 | 89.5 | 85.1 | 97.6 | 99.4 | 85.4 | 83.5 | 86.2 | — | — | — | — | — | — | |
| ResNetBackbone=ResNet-50, Method Type=NoA2019.05 | 88.7 | — | — | — | — | — | — | 76.5 | 99.2 | 97.7 | 87.5 | 87.2 | 84.1 | |
| Source-onlySF=false, OPDA=false, OSDA=false, PDA=false2023.03 | 87.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Source-only2024.03 | 87.8 | 79.3 | 95.9 | 98.1 | 90.4 | 79.3 | 84.3 | — | — | — | — | — | — | |
| IWANBackbone=VGG-162020.03 | 87.51 | 90.95 | 79.75 | 88.53 | 82.9 | 89.57 | 93.36 | — | — | — | — | — | — | |
| DANNBackbone=ResNet-50, ten-crop testing=false2020.07 | 86.5 | 75.56 | 96.27 | 98.73 | 81.53 | 82.78 | 86.12 | — | — | — | — | — | — | |
| DANCESF=false, OPDA=true, OSDA=true, PDA=true2023.03 | 86 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DANCEU=false, SF=false2024.03 | 86 | 71.2 | 94.6 | 96.8 | 77.1 | 83.7 | 92.6 | — | — | — | — | — | — | |
| ResNet-50Backbone=ResNet-50, ten-crop testing=false2020.07 | 85.73 | 75.37 | 94.13 | 98.84 | 79.19 | 81.28 | 85.49 | — | — | — | — | — | — | |
| CMUU=false, SF=false2024.03 | 83.4 | 84.2 | 97.2 | 98.8 | 84.1 | 69.2 | 66.8 | — | — | — | — | — | — | |
| JDDABackbone=ResNet-50, Method Type=DA2019.05 | 82.1 | — | — | — | — | — | — | 73.5 | 93.1 | 89.3 | 76.4 | 77.6 | 82.8 | |
| VGG-16Backbone=VGG-162020.03 | 81.03 | 76.43 | 97.97 | 99.36 | 60.34 | 72.96 | 79.12 | — | — | — | — | — | — | |
| OVANetSF=false, OPDA=true, OSDA=true, PDA=true2023.03 | 74.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| OVANetU=false, SF=false2024.03 | 74.6 | 61.7 | 90.2 | 98.7 | 69.4 | 61.4 | 66.4 | — | — | — | — | — | — | |
| DANBackbone=ResNet-50, ten-crop testing=false2020.07 | 71.34 | 59.32 | 73.9 | 90.45 | 61.78 | 74.95 | 67.64 | — | — | — | — | — | — | |
| DANNBackbone=ResNet-50, Method Type=DA2019.05 | 66 | — | — | — | — | — | — | 62.8 | 71.6 | 65.6 | 65.1 | 78.9 | 52.1 | |
| CORALBackbone=ResNet-50, Method Type=DA2019.05 | 65.1 | — | — | — | — | — | — | 52.1 | 65.2 | 64.1 | 58 | 73.1 | 77.9 | |
| DANBackbone=ResNet-50, Method Type=DA2019.05 | 57.6 | — | — | — | — | — | — | 53.6 | 62.7 | 57.8 | 47.7 | 61.2 | 62.8 |