Partial Domain Adaptation on Office-Home
80.2Average AccuracySHOT + EvoADA
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SHOT + EvoADABackbone=ResNet-502021.03 | 80.2 | 66.5 | 84.7 | 89.8 | 80.3 | 80.9 | 86.3 | 83.3 | 64.1 | 90.1 | 85.5 | 61.4 | 89.9 | |
| AaDBackbone=ResNet-50, Source-free=true2022.05 | 79.7 | 67 | 83.5 | 93.1 | 80.5 | 76 | 87.6 | 78.1 | 65.6 | 90.2 | 83.5 | 64.3 | 87.3 | |
| SHOTBackbone=ResNet-50, Source-free=true2022.05 | 79.3 | 64.8 | 85.2 | 92.7 | 76.3 | 77.6 | 88.8 | 79.7 | 64.3 | 89.5 | 80.6 | 66.4 | 85.8 | |
| UMADw_0=0, criterion=LMI2021.12 | 78.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SHOTBackbone=ResNet-502021.03 | 78.3 | 62.8 | 84.2 | 92.3 | 75.1 | 76.3 | 86.4 | 78.5 | 62.3 | 89.6 | 80.9 | 63.8 | 87.1 | |
| UMADw_0=0, criterion=EMA [31]2021.12 | 78 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SHOT-PSF=true, OPDA=false, OSDA=false, PDA=true2023.03 | 77.8 | 64.7 | 85.1 | 90.1 | 75.1 | 73.9 | 84.2 | 76.4 | 64.1 | 90.3 | 80.7 | 63.3 | 85.5 | |
| SHOT-PU=false, SF=true2024.03 | 77.8 | 64.7 | 85.1 | 90.1 | 75.1 | 73.9 | 84.2 | 76.4 | 64.1 | 90.3 | 80.7 | 63.3 | 85.5 | |
| SHOT-IMBackbone=ResNet-50, Source-free=true2022.05 | 76.8 | 57.9 | 83.6 | 88.8 | 72.4 | 74 | 79 | 76.1 | 60.6 | 90.1 | 81.9 | 68.3 | 88.5 | |
| BA3USBackbone=ResNet-502021.03 | 76 | 60.6 | 83.2 | 88.4 | 71.8 | 72.8 | 83.4 | 75.5 | 61.6 | 86.5 | 79.3 | 62.8 | 86.1 | |
| BA³US†2021.12 | 76 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BA3USBackbone=ResNet-50, Adaptation Setting=Partial Domain Adaptation2020.12 | 76 | 60.6 | 83.2 | 88.4 | 71.8 | 72.8 | 83.4 | 75.5 | 61.6 | 86.5 | 79.3 | 62.8 | 86.1 | |
| SLMBackbone=ResNet-50, Adaptation Setting=Partial Domain Adaptation2020.12 | 76 | 61.1 | 84 | 91.4 | 76.5 | 75 | 81.8 | 74.6 | 55.6 | 87.8 | 82.3 | 57.8 | 83.5 | |
| BA3USSF=false, OPDA=false, OSDA=false, PDA=true2023.03 | 76 | 60.6 | 83.2 | 88.4 | 71.8 | 72.8 | 83.4 | 75.5 | 61.6 | 86.5 | 79.3 | 62.8 | 86.1 | |
| BA³USBackbone=ResNet-502020.03 | 75.98 | 60.62 | 83.16 | 88.39 | 71.75 | 72.79 | 83.4 | 75.45 | 61.59 | 86.53 | 79.25 | 62.8 | 86.05 | |
| JUMBOT†2021.12 | 75.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MCC†2021.12 | 75.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| UMAD + LEADU=true, SF=true2024.03 | 75 | 61.1 | 78.2 | 87.5 | 70.5 | 78.5 | 81.8 | 74.1 | 60.4 | 83.3 | 78.8 | 63.2 | 82.1 | |
| GATESF=false, OPDA=true, OSDA=true, PDA=true2023.03 | 74 | 55.8 | 75.9 | 85.3 | 73.6 | 70.2 | 83 | 72.1 | 59.5 | 84.7 | 79.6 | 63.9 | 83.8 | |
| GATEU=true, SF=false2024.03 | 74 | 55.8 | 75.9 | 85.3 | 73.6 | 70.2 | 83 | 72.1 | 59.5 | 84.7 | 79.6 | 63.9 | 83.8 | |
| LEADU=true, SF=true2024.03 | 73.8 | 58.2 | 83.1 | 87 | 70.5 | 75.4 | 83.3 | 73.7 | 50.4 | 83.7 | 78.3 | 58.7 | 83.2 | |
| SAFN*Backbone=ResNet-502018.11 | 73.56 | 60 | 77.92 | 83.32 | 72.91 | 74.57 | 79.13 | 73.09 | 57.43 | 82.11 | 77.87 | 61.79 | 82.58 | |
| BA³US (w/ BAA)Backbone=ResNet-502020.03 | 73.4 | 56.2 | 79.55 | 86.21 | 70.86 | 69.94 | 81.06 | 72.51 | 57.91 | 86.47 | 77.1 | 59.34 | 83.64 | |
| GLC + LEADU=true, SF=true, CF=false2024.03 | 73.2 | 56.6 | 81.2 | 88.1 | 72.5 | 72.2 | 83.2 | 75.3 | 43.6 | 83.4 | 78.2 | 59.7 | 84.2 | |
| DCC†2021.12 | 73 | — | — | — | — | — | — | — | — | — | — | — | — | |
| UMADw_0=0, criterion=MI [36]2021.12 | 72.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GLCSF=true, OPDA=true, OSDA=true, PDA=true2023.03 | 72.5 | 55.9 | 79 | 87.5 | 72.5 | 71.8 | 82.7 | 74.9 | 41.7 | 82.4 | 77.3 | 60.4 | 84.3 | |
| GLCU=true, SF=true, CF=false2024.03 | 72.5 | 55.9 | 79 | 87.5 | 72.5 | 71.8 | 82.7 | 74.9 | 41.7 | 82.4 | 77.3 | 60.4 | 84.3 | |
| RTNet_advBackbone=ResNet-50, Adaptation Setting=Partial Domain Adaptation2020.12 | 72.3 | 63.2 | 80.1 | 80.7 | 66.7 | 69.3 | 77.2 | 71.6 | 53.9 | 84.6 | 77.4 | 57.9 | 85.5 | |
| RTNetBackbone=ResNet-50, Adaptation Setting=Partial Domain Adaptation2020.12 | 72 | 62.7 | 79.3 | 81.2 | 65.1 | 68.4 | 76.5 | 70.8 | 55.3 | 85.2 | 76.9 | 59.1 | 83.4 | |
| SAFNBackbone=ResNet-502018.11 | 71.83 | 58.93 | 76.25 | 81.42 | 70.43 | 72.97 | 77.78 | 72.36 | 55.34 | 80.4 | 75.81 | 60.42 | 79.92 | |
| SAFNBackbone=ResNet-502020.03 | 71.83 | 58.93 | 76.25 | 81.42 | 70.43 | 72.97 | 77.78 | 72.36 | 55.34 | 80.4 | 75.81 | 60.42 | 79.92 | |
| SAFNBackbone=ResNet-502021.03 | 71.8 | 58.9 | 76.3 | 81.4 | 70.4 | 73 | 77.8 | 72.4 | 55.3 | 80.4 | 75.8 | 60.4 | 79.9 | |
| SAFNBackbone=ResNet-50, Adaptation Setting=Partial Domain Adaptation2020.12 | 71.8 | 58.9 | 76.3 | 81.4 | 70.4 | 73 | 77.8 | 72.4 | 55.3 | 80.4 | 75.8 | 60.4 | 79.9 | |
| DANCE2021.12 | 71.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DANCESF=false, OPDA=true, OSDA=true, PDA=true2023.03 | 71.1 | 53.6 | 73.2 | 84.9 | 70.8 | 67.3 | 82.6 | 70 | 50.9 | 84.8 | 77 | 55.9 | 81.8 | |
| DANCEU=false, SF=false2024.03 | 71.1 | 53.6 | 73.2 | 84.9 | 70.8 | 67.3 | 82.6 | 70 | 50.9 | 84.8 | 77 | 55.9 | 81.8 | |
| DCCSF=false, OPDA=true, OSDA=true, PDA=true2023.03 | 70.9 | 54.2 | 47.5 | 57.5 | 83.8 | 71.6 | 86.2 | 63.7 | 65 | 75.2 | 85.5 | 78.2 | 82.6 | |
| DCCU=true, SF=false, CF=false2024.03 | 70.9 | 54.2 | 47.5 | 57.5 | 83.8 | 71.6 | 86.2 | 63.7 | 65 | 75.2 | 85.5 | 78.2 | 82.6 | |
| ETNBackbone=ResNet-502021.03 | 70.5 | 59.2 | 77 | 79.5 | 62.9 | 65.7 | 75 | 68.3 | 55.4 | 84.4 | 75.7 | 57.7 | 84.5 | |
| ETNBackbone=ResNet-50, Adaptation Setting=Partial Domain Adaptation2020.12 | 70.5 | 60.4 | 76.5 | 77.2 | 64.3 | 67.5 | 75.8 | 69.3 | 54.2 | 83.7 | 75.6 | 56.7 | 84.5 | |
| ETNBackbone=ResNet-502020.03 | 70.45 | 59.24 | 77.03 | 79.54 | 62.92 | 65.73 | 75.01 | 68.29 | 55.37 | 84.37 | 75.72 | 57.66 | 84.54 | |
| ETNSF=false, OPDA=false, OSDA=false, PDA=true2023.03 | 70.4 | 59.2 | 77 | 79.5 | 62.9 | 65.7 | 75 | 68.3 | 55.4 | 84.4 | 75.7 | 57.7 | 84.5 | |
| E-DANNBackbone=ResNet-502020.03 | 70.24 | 54.05 | 74.12 | 84.06 | 67.06 | 64.95 | 75.15 | 71.29 | 53.09 | 83.42 | 76 | 58.17 | 81.53 | |
| DRCNBackbone=ResNet-50, label_type=soft label2020.04 | 69 | 54 | 76.4 | 83 | 62.1 | 64.5 | 71 | 70.8 | 49.8 | 80.5 | 77.5 | 59.1 | 79.9 | |
| DRCNBackbone=ResNet-502020.03 | 69 | 54 | 76.4 | 83 | 62.1 | 64.5 | 71 | 70.8 | 49.8 | 80.5 | 77.5 | 59.1 | 79.9 | |
| DRCNBackbone=ResNet-50, Adaptation Setting=Partial Domain Adaptation2020.12 | 69 | 54 | 76.4 | 83 | 62.1 | 64.5 | 71 | 70.8 | 49.8 | 80.5 | 77.5 | 59.1 | 79.9 | |
| DRCNBackbone=ResNet-50, label_type=hard label2020.04 | 68.5 | 51.6 | 75.8 | 82 | 62.9 | 65.1 | 72.9 | 67.4 | 50 | 81 | 76.4 | 57.7 | 79.3 | |
| MWPDABackbone=ResNet-502020.03 | 68.41 | 55.39 | 77.53 | 81.27 | 57.08 | 61.03 | 62.33 | 68.74 | 56.42 | 86.67 | 76.7 | 57.67 | 80.06 | |
| SSPDABackbone=ResNet-502020.03 | 68.07 | 52.02 | 63.64 | 77.95 | 65.66 | 59.31 | 73.48 | 70.49 | 51.54 | 84.89 | 76.25 | 60.74 | 80.86 | |
| HAFNBackbone=ResNet-502018.11 | 67.51 | 53.35 | 72.66 | 80.84 | 64.16 | 65.34 | 71.07 | 66.08 | 51.64 | 78.26 | 72.45 | 55.28 | 79.02 | |
| CMUU=false, SF=false2024.03 | 66.5 | 50.9 | 74.2 | 78.4 | 62.2 | 64.1 | 72.5 | 63.5 | 47.9 | 78.3 | 72.4 | 54.7 | 78.9 | |
| UMADSF=true, OPDA=true, OSDA=true, PDA=true2023.03 | 66.3 | 51.2 | 66.5 | 79.2 | 63.1 | 62.9 | 68.2 | 63.3 | 56.4 | 75.9 | 74.5 | 55.9 | 78.3 | |
| UMADU=true, SF=false2024.03 | 66.3 | 51.2 | 66.5 | 79.2 | 63.1 | 62.9 | 68.2 | 63.3 | 56.4 | 75.9 | 74.5 | 55.9 | 78.3 | |
| SPLBackbone=ResNet-50, Adaptation Setting=Unsupervised Domain Adaptation2020.12 | 65.7 | 46.4 | 70.5 | 77.2 | 61 | 65.2 | 73.2 | 64.3 | 44.7 | 79.1 | 69.5 | 58 | 79.8 | |
| SANBackbone=ResNet-502020.04 | 65.3 | 44.4 | 68.7 | 74.6 | 67.5 | 65 | 77.8 | 59.8 | 44.7 | 80.1 | 72.2 | 50.2 | 78.7 | |
| SANBackbone=ResNet-502020.03 | 65.3 | 44.42 | 68.68 | 74.6 | 67.49 | 64.99 | 77.8 | 59.78 | 44.72 | 80.07 | 72.18 | 50.21 | 78.66 | |
| SANBackbone=ResNet-502021.03 | 65.3 | 44.4 | 68.7 | 74.6 | 67.5 | 65 | 77.8 | 59.8 | 44.7 | 80.1 | 72.2 | 50.2 | 78.7 | |
| SANBackbone=ResNet-50, Adaptation Setting=Partial Domain Adaptation2020.12 | 65.3 | 44.4 | 68.7 | 74.6 | 67.5 | 65 | 77.8 | 59.8 | 44.7 | 80.1 | 72.2 | 50.2 | 78.7 | |
| PADABackbone=ResNet-50, Adaptation Setting=Partial Domain Adaptation2020.12 | 64.5 | 53.2 | 69.5 | 78.6 | 61.7 | 62.7 | 60.9 | 56.4 | 44.6 | 79.3 | 74.2 | 55.1 | 77.4 | |
| No Adaptation2021.12 | 64.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| IWANBackbone=ResNet-502020.04 | 63.6 | 53.9 | 54.5 | 78.1 | 61.3 | 48 | 63.3 | 54.2 | 52 | 81.3 | 76.5 | 56.8 | 82.9 | |
| IWANBackbone=ResNet-50, Adaptation Setting=Partial Domain Adaptation2020.12 | 63.6 | 53.9 | 54.5 | 78.1 | 61.3 | 48 | 63.3 | 54.2 | 52 | 81.3 | 76.5 | 56.8 | 82.9 | |
| IWANBackbone=ResNet-502020.03 | 63.56 | 53.94 | 54.45 | 78.12 | 61.31 | 47.95 | 63.32 | 54.17 | 52.02 | 81.28 | 76.46 | 56.75 | 82.9 | |
| Source-onlySF=false, OPDA=false, OSDA=false, PDA=false2023.03 | 62.9 | 45.9 | 69.2 | 81.1 | 55.7 | 61.2 | 64.8 | 60.7 | 41.1 | 75.8 | 70.5 | 49.9 | 78.4 | |
| Source-only2024.03 | 62.9 | 45.9 | 69.2 | 81.1 | 55.7 | 61.2 | 64.8 | 60.7 | 41.1 | 75.8 | 70.5 | 49.9 | 78.4 | |
| ADDABackbone=ResNet-502020.03 | 62.82 | 45.23 | 68.79 | 79.21 | 64.56 | 60.01 | 68.29 | 57.56 | 38.89 | 77.45 | 70.28 | 45.23 | 78.32 | |
| ADDABackbone=ResNet-50, Adaptation Setting=Unsupervised Domain Adaptation2020.12 | 62.8 | 45.2 | 68.8 | 79.2 | 64.6 | 60 | 68.3 | 57.6 | 38.9 | 77.5 | 70.3 | 45.2 | 78.3 | |
| PADABackbone=ResNet-502020.04 | 62.1 | 52 | 67 | 78.7 | 52.2 | 53.8 | 59 | 52.6 | 43.2 | 78.8 | 73.7 | 56.6 | 77.1 | |
| PADABackbone=ResNet-502018.08 | 62.06 | 51.95 | 67 | 78.74 | 52.16 | 53.78 | 59.03 | 52.61 | 43.22 | 78.79 | 73.73 | 56.6 | 77.09 | |
| PADA*Backbone=ResNet-502018.11 | 62.06 | 51.95 | 67 | 78.74 | 52.16 | 53.78 | 59.03 | 52.61 | 43.22 | 78.79 | 73.73 | 56.6 | 77.09 | |
| PADABackbone=ResNet-502020.03 | 62.06 | 51.95 | 67 | 78.74 | 52.16 | 53.78 | 59.03 | 52.61 | 43.22 | 78.79 | 73.73 | 56.6 | 77.09 | |
| ResNet-50Backbone=ResNet-502020.03 | 61.35 | 46.33 | 67.51 | 75.87 | 59.14 | 59.94 | 62.73 | 58.22 | 41.79 | 74.88 | 67.4 | 48.18 | 74.17 | |
| ResNet-50Backbone=ResNet-502021.03 | 61.3 | 46.3 | 67.5 | 75.9 | 59.1 | 59.9 | 62.7 | 58.2 | 41.8 | 74.9 | 67.4 | 48.2 | 74.2 | |
| ResNet-50Backbone=ResNet-50, Adaptation Setting=Source Only2020.12 | 61.3 | 47.2 | 66.8 | 76.9 | 57.6 | 58.4 | 62.5 | 59.4 | 40.6 | 75.9 | 65.6 | 49.1 | 75.8 | |
| CDAN+EBackbone=ResNet-502020.03 | 60.73 | 47.52 | 65.91 | 75.65 | 57.07 | 54.12 | 63.42 | 59.6 | 44.3 | 72.39 | 66.02 | 49.91 | 72.8 | |
| CDAN+EBackbone=ResNet-50, Adaptation Setting=Unsupervised Domain Adaptation2020.12 | 60.7 | 47.5 | 65.9 | 75.7 | 57.1 | 54.1 | 63.4 | 59.6 | 44.3 | 72.4 | 66 | 49.9 | 72.8 | |
| RTNBackbone=ResNet-502020.04 | 59.3 | 49.4 | 64.3 | 76.2 | 47.6 | 51.7 | 57.7 | 50.4 | 41.5 | 75.5 | 70.2 | 51.8 | 74.8 | |
| RTNBackbone=ResNet-50, Adaptation Setting=Unsupervised Domain Adaptation2020.12 | 59.3 | 49.4 | 64.3 | 76.2 | 47.6 | 51.7 | 57.7 | 50.4 | 41.5 | 75.5 | 70.2 | 51.8 | 74.8 | |
| RTNBackbone=ResNet-502018.08 | 59.25 | 49.37 | 64.33 | 76.19 | 47.56 | 51.74 | 57.67 | 50.38 | 41.45 | 75.53 | 70.17 | 51.82 | 74.78 | |
| JDDABackbone=ResNet-50, Adaptation Setting=Unsupervised Domain Adaptation2020.12 | 57.7 | 45.8 | 63.9 | 74.1 | 51.8 | 55.2 | 60.3 | 53.7 | 38.3 | 72.6 | 62.5 | 43.3 | 71.3 | |
| PADA-classifierBackbone=ResNet-502018.08 | 55.55 | 47.45 | 58.15 | 74.32 | 43.62 | 37.93 | 51.91 | 48.21 | 41.67 | 71.62 | 67.13 | 52.98 | 71.6 | |
| DANNBackbone=ResNet-50, Adaptation Setting=Unsupervised Domain Adaptation2020.12 | 55.3 | 43.2 | 61.9 | 72.1 | 52.3 | 53.5 | 57.9 | 47.2 | 35.4 | 70.1 | 61.3 | 37 | 71.7 | |
| DANBackbone=ResNet-502020.04 | 54.5 | 44.4 | 61.8 | 74.5 | 41.8 | 45.2 | 54.1 | 46.9 | 38.1 | 68.4 | 64.4 | 45.4 | 68.9 | |
| DANBackbone=ResNet-502018.08 | 54.48 | 44.36 | 61.79 | 74.49 | 41.78 | 45.21 | 54.11 | 46.92 | 38.14 | 68.42 | 64.37 | 45.37 | 68.85 | |
| DANBackbone=ResNet-502018.11 | 54.48 | 44.36 | 61.79 | 74.49 | 41.78 | 45.21 | 54.11 | 46.92 | 38.14 | 68.42 | 64.37 | 45.37 | 68.85 | |
| ResNetBackbone=ResNet-502018.08 | 53.71 | 38.57 | 60.78 | 75.21 | 39.94 | 48.12 | 52.9 | 49.68 | 30.91 | 70.79 | 65.38 | 41.79 | 70.42 | |
| ResNetBackbone=ResNet-502018.11 | 53.71 | 38.57 | 60.78 | 75.21 | 39.94 | 48.12 | 52.9 | 49.68 | 30.91 | 70.79 | 65.38 | 41.79 | 70.42 | |
| ResNetBackbone=ResNet-502020.04 | 53.7 | 38.6 | 60.8 | 75.2 | 39.9 | 48.1 | 52.9 | 49.7 | 30.9 | 70.8 | 65.4 | 41.8 | 70.4 | |
| CORALBackbone=ResNet-50, Adaptation Setting=Unsupervised Domain Adaptation2020.12 | 52.5 | 38.2 | 55.6 | 65.9 | 48.4 | 52.5 | 51.3 | 48.9 | 32.6 | 67.1 | 63.8 | 35.9 | 69.8 | |
| PADA-adversarialBackbone=ResNet-502018.08 | 52.13 | 47.1 | 47.54 | 67.53 | 41.32 | 39.72 | 52.7 | 43.07 | 35.94 | 70.51 | 61.8 | 48.24 | 70.08 | |
| OVANetSF=false, OPDA=true, OSDA=true, PDA=true2023.03 | 49.5 | 34.1 | 54.6 | 72.1 | 42.4 | 47.3 | 55.9 | 38.2 | 26.2 | 61.7 | 56.7 | 35.8 | 68.9 | |
| OVANetU=false, SF=false2024.03 | 49.5 | 34.1 | 54.6 | 72.1 | 42.4 | 47.3 | 55.9 | 38.2 | 26.2 | 61.7 | 56.7 | 35.8 | 68.9 | |
| RevGradBackbone=ResNet-502020.04 | 47.4 | 44.9 | 54.1 | 69 | 36.3 | 34.3 | 45.2 | 44.1 | 38 | 68.7 | 53 | 34.7 | 46.5 | |
| DANNBackbone=ResNet-502018.08 | 47.39 | 44.89 | 54.06 | 68.97 | 36.27 | 34.34 | 45.22 | 44.08 | 38.03 | 68.69 | 52.98 | 34.68 | 46.5 | |
| DANNBackbone=ResNet-502018.11 | 47.39 | 44.89 | 54.06 | 68.97 | 36.27 | 34.34 | 45.22 | 44.08 | 38.03 | 68.69 | 52.98 | 34.68 | 46.5 | |
| DANNBackbone=ResNet-502021.03 | 40.9 | 35.5 | 48.2 | 51.6 | 35.2 | 35.4 | 41.4 | 34.8 | 31.7 | 46.2 | 47.5 | 34.7 | 49 |