Image Classification on VisDA 2017 (test)
99.5Class Accuracy (Plane)EUDA - BH
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EUDA - BHBackbone=ViT (DinoV2)2024.07 | 99.5 | 78.1 | 90.6 | 58.1 | — | 98.5 | 97.8 | 63.4 | 79.8 | 97.3 | 98.2 | 37.1 | 83.2 | 98.5 | — | |
| BCAT-DTFBackbone=ViT-B2022.12 | 99.1 | 91.6 | 86.6 | 72.3 | 98.7 | 97.9 | 96.5 | 82.3 | 94.2 | 96 | 93.9 | 61.3 | 89.2 | — | — | |
| SAMB (Baseline-B)Backbone=ViT-B, Protocol=Oours2022.12 | 98.96 | 85.5 | 84.09 | 67.3 | 97.78 | 97.4 | 94.2 | 83.5 | 95.34 | 94.74 | 93.2 | 55.97 | 87.33 | — | — | |
| SSRT-BBackbone=ViT-B2022.12 | 98.93 | 87.6 | 89.1 | 84.77 | 98.34 | 98.7 | 96.27 | 81.08 | 94.86 | 97.9 | 94.5 | 43.13 | 88.76 | — | — | |
| SAMB (SSRT-B)Backbone=ViT-B, Protocol=Oours2022.12 | 98.85 | 92.12 | 87.4 | 87.87 | 98.83 | 98.94 | 95.74 | 85.23 | 97.98 | 98.68 | 95.3 | 47.93 | 90.41 | — | — | |
| WinTR-BBackbone=ViT-B2022.12 | 98.7 | 91.2 | 93 | 91.9 | 98.1 | 96.1 | 94 | 72.7 | 97 | 95.5 | 95.3 | 57.9 | 90.1 | — | — | |
| Baseline-BBackbone=ViT-B2022.12 | 98.55 | 82.59 | 85.97 | 57.07 | 94.93 | 97.2 | 94.58 | 76.68 | 92.11 | 96.54 | 94.31 | 52.24 | 85.23 | — | — | |
| SAMB (Baseline-S)Backbone=ViT-S, Protocol=Uours2022.12 | 98.22 | 77.5 | 84.54 | 65.6 | 96.95 | 96.82 | 95.63 | 80.55 | 93.67 | 90.09 | 93.22 | 47.57 | 85.03 | — | — | |
| Source OnlyBackbone=ViT2024.07 | 98.2 | 73 | 82.6 | 62 | — | 63.6 | 96.5 | 29.8 | 68.8 | 86.8 | 96.8 | 23.7 | 73.3 | 97.4 | — | |
| PMTransBackbone=ViT2024.07 | 98.2 | 92.2 | 88.1 | 77 | — | 95.8 | 94 | 72.1 | 97.1 | 95.2 | 94.6 | 51 | 87.7 | 97.4 | — | |
| Baseline-SBackbone=ViT-S2022.12 | 97.75 | 68.81 | 82.99 | 68.28 | 95.01 | 96.92 | 95.89 | 73.57 | 86.66 | 82.03 | 94.22 | 31.04 | 81.1 | — | — | |
| Source OnlyBackbone=ViT (Deit)2024.07 | 97.7 | 48.1 | 86.6 | 61.6 | — | 63.4 | 94.7 | 10.3 | 87.7 | 47.7 | 94.4 | 35.5 | 67.1 | 78.1 | — | |
| Neighbourhood Signature Contrastive AdaptationBackbone=ResNet-1012026.01 | 97.6 | 91.7 | 86.7 | 84.8 | 96.7 | 94.9 | 91.5 | 81.5 | 97.5 | 93.6 | 92.5 | 47 | 88 | — | — | |
| TPDSBackbone=ResNet-101, Evaluation Protocol=SFUDA2025.05 | 97.6 | 91.5 | 89.7 | 83.4 | 97.5 | 96.3 | 92.2 | 82.4 | 96 | 94.1 | 90.9 | 40.4 | 87.6 | — | — | |
| ELRBackbone=ResNet-101, Evaluation Protocol=SFUDA2025.05 | 97.3 | 89.1 | 89.8 | 79.2 | 96.9 | 97.5 | 92.2 | 82.5 | 95.8 | 94.5 | 87.3 | 34.5 | 86.4 | — | — | |
| SF(DA)^2Backbone=ResNet-1012026.01 | 97.2 | 90.9 | 85 | 54 | 96.7 | 95.9 | 90.1 | 80.9 | 95 | 92.7 | 89.2 | 61.4 | 85.8 | — | — | |
| CDTrans-BBackbone=ViT-B2022.12 | 97.1 | 90.5 | 82.4 | 77.5 | 96.6 | 96.1 | 93.6 | 88.6 | 97.9 | 86.9 | 90.3 | 62.8 | 88.4 | — | — | |
| CDTransBackbone=ViT (Deit)2024.07 | 97.1 | 90.5 | 82.4 | 77.5 | — | 96.1 | 93.6 | 88.6 | 97.9 | 86.9 | 90.3 | 62.8 | 88.4 | 96.6 | — | |
| AdaConBackbone=ResNet-101, Evaluation Protocol=SFUDA2025.05 | 97 | 84.7 | 84 | 77.3 | 96.7 | 93.8 | 91.9 | 84.8 | 94.3 | 93.1 | 94.1 | 49.7 | 86.8 | — | — | |
| NRCSF=true, Backbone=ResNet-1012022.11 | 96.8 | 91.3 | 82.4 | 62.4 | 96.2 | 95.9 | 86.1 | 80.6 | 94.8 | 94.1 | 90.4 | 59.7 | 85.9 | — | — | |
| NRCBackbone=ResNet-1012026.01 | 96.8 | 91.3 | 82.4 | 62.4 | 96.2 | 95.9 | 86.1 | 80.6 | 94.8 | 94.1 | 90.4 | 59.7 | 85.9 | — | — | |
| NRCBackbone=ResNet-101, Evaluation Protocol=SFUDA2025.05 | 96.8 | 91.3 | 82.4 | 62.4 | 96.2 | 95.9 | 86.1 | 80.6 | 94.8 | 94.1 | 90.4 | 59.7 | 85.9 | — | — | |
| CPDBackbone=ResNet-101, Evaluation Protocol=SFUDA2025.05 | 96.7 | 88.5 | 79.6 | 69 | 95.9 | 96.3 | 87.3 | 83.3 | 94.4 | 92.9 | 87 | 58.7 | 85.8 | — | — | |
| DaCSF=true, Backbone=ResNet-1012022.11 | 96.6 | 86.8 | 86.4 | 78.4 | 96.4 | 96.2 | 93.6 | 83.8 | 96.8 | 95.1 | 89.6 | 50 | 87.3 | — | — | |
| DaCBackbone=ResNet-1012026.01 | 96.6 | 86.8 | 86.4 | 78.4 | 96.4 | 96.2 | 93.6 | 83.8 | 96.8 | 95.1 | 89.6 | 50 | 87.3 | — | — | |
| AaD+SiLANBackbone=ResNet-1012026.01 | 96.4 | 90.4 | 86.1 | 80 | 96.9 | 92.3 | 86.8 | 83 | 94.7 | 91.7 | 88.5 | 46.1 | 86.1 | — | — | |
| CoWABackbone=ResNet-101, Evaluation Protocol=SFUDA2025.05 | 96.2 | 89.7 | 83.9 | 73.8 | 96.4 | 97.4 | 89.3 | 86.8 | 94.6 | 92.1 | 88.7 | 53.8 | 86.9 | — | — | |
| G-SFDASF=true, Backbone=ResNet-1012022.11 | 96.1 | 88.3 | 85.5 | 74.1 | 97.1 | 95.4 | 89.5 | 79.4 | 95.4 | 92.9 | 89.1 | 42.6 | 85.4 | — | — | |
| G-SFDAsource-free=true, Backbone=ResNet-1012022.04 | 96.1 | 88.3 | 85.5 | 74.1 | 97.1 | 95.4 | 89.5 | 79.4 | 95.4 | 92.9 | 89.1 | 42.6 | 85.4 | — | — | |
| G-SFDABackbone=ResNet-1012026.01 | 96.1 | 88.3 | 85.5 | 74.1 | 97.1 | 95.4 | 89.5 | 79.4 | 95.4 | 92.9 | 89.1 | 42.6 | 85.4 | — | — | |
| SEsource-free=false, Backbone=ResNet-1012022.04 | 95.9 | 87.4 | 85.2 | 58.6 | 96.2 | 95.7 | 90.6 | 80 | 94.8 | 90.8 | 88.4 | 47.9 | 84.3 | — | — | |
| CPGASF=true, Backbone=ResNet-1012022.11 | 95.6 | 89 | 75.4 | 64.9 | 91.7 | 97.5 | 89.7 | 83.8 | 93.9 | 93.4 | 87.7 | 69 | 86 | — | — | |
| OTScoreBackbone=ResNet-101, Evaluation Protocol=SFUDA2025.05 | 95.6 | 89 | 82.8 | 78.3 | 96.3 | 98 | 91.2 | 86.8 | 95.5 | 94.7 | 89.9 | 55.7 | 87.8 | — | — | |
| SFDA-DEsource-free=true, Backbone=ResNet-1012022.04 | 95.3 | 91.2 | 77.5 | 72.1 | 95.7 | 97.8 | 85.5 | 86.1 | 95.5 | 93 | 86.3 | 61.6 | 86.5 | — | — | |
| AaDBackbone=ResNet-1012026.01 | 95.2 | 90.5 | 85.5 | 79.2 | 96.4 | 96.2 | 88.8 | 80.4 | 93.9 | 91.8 | 91.1 | 55.9 | 87.1 | — | — | |
| BCDMSF=false, Backbone=ResNet-1012022.11 | 95.1 | 87.6 | 81.2 | 73.2 | 92.7 | 95.4 | 86.9 | 82.5 | 95.1 | 84.8 | 88.1 | 39.5 | 83.4 | — | — | |
| RWOTsource-free=false, Backbone=ResNet-1012022.04 | 95.1 | 80.3 | 83.7 | 90 | 92.4 | 68 | 92.5 | 82.2 | 87.9 | 78.4 | 90.4 | 68.2 | 84 | — | — | |
| STARSF=false, Backbone=ResNet-1012022.11 | 95 | 84 | 84.6 | 73 | 91.6 | 91.8 | 85.9 | 78.4 | 94.4 | 84.7 | 87 | 42.2 | 82.7 | — | — | |
| STARsource-free=false, Backbone=ResNet-1012022.04 | 95 | 84 | 84.6 | 73 | 91.6 | 91.8 | 85.9 | 78.4 | 94.4 | 84.7 | 87 | 42.2 | 82.7 | — | — | |
| 3C-GANSF=true, Backbone=ResNet-1012022.11 | 94.8 | 73.4 | 68.8 | 74.8 | 93.1 | 95.4 | 88.6 | 84.7 | 89.1 | 84.7 | 83.5 | 48.1 | 81.6 | — | — | |
| 3C-GANsource-free=true, Backbone=ResNet-1012022.04 | 94.8 | 73.4 | 68.8 | 74.8 | 93.1 | 95.4 | 88.6 | 84.7 | 89.1 | 84.7 | 83.5 | 48.1 | 81.6 | — | — | |
| TVT - BaselineBackbone=ViT2024.07 | 94.6 | 81.6 | 81.9 | 69.9 | — | 70 | 88.6 | 50.5 | 86.8 | 88.5 | 91.5 | 20.1 | 76.5 | 93.6 | — | |
| SHOTSF=true, Backbone=ResNet-1012022.11 | 94.3 | 88.5 | 80.1 | 57.3 | 93.1 | 94.9 | 80.7 | 80.3 | 91.5 | 89.1 | 86.3 | 58.2 | 82.9 | — | — | |
| SHOTBackbone=ResNet-1012022.12 | 94.3 | 88.5 | 80.1 | 57.3 | 93.1 | 94.9 | 80.7 | 80.3 | 91.5 | 89.1 | 86.3 | 58.2 | 82.9 | — | — | |
| SHOTsource-free=true, Backbone=ResNet-1012022.04 | 94.3 | 88.5 | 80.1 | 57.3 | 93.1 | 94.9 | 80.7 | 80.3 | 91.5 | 89.1 | 86.3 | 58.2 | 82.9 | — | — | |
| SHOTBackbone=ResNet2024.07 | 94.3 | 88.5 | 80.1 | 57.3 | — | 94.9 | 80.7 | 80.3 | 91.5 | 89.1 | 86.3 | 58.2 | 82.9 | 93.1 | — | |
| SHOTBackbone=ResNet-1012026.01 | 94.3 | 88.5 | 80.1 | 57.3 | 93.1 | 94.9 | 80.7 | 80.3 | 91.5 | 89.1 | 86.3 | 58.2 | 82.9 | — | — | |
| SFITBackbone=ResNet-101, Evaluation Protocol=SFUDA2025.05 | 94.3 | 79 | 84.9 | 63.6 | 92.6 | 92 | 88.4 | 79.1 | 92.2 | 79.8 | 87.6 | 43 | 81.4 | — | — | |
| SHOTBackbone=ResNet-101, Evaluation Protocol=SFUDA2025.05 | 94.3 | 88.5 | 80.1 | 57.3 | 93.1 | 94.9 | 80.7 | 80.3 | 91.5 | 89.1 | 86.3 | 58.2 | 82.9 | — | — | |
| A2Netsource-free=true, Backbone=ResNet-1012022.04 | 94 | 87.8 | 85.6 | 66.8 | 93.7 | 95.1 | 85.8 | 81.2 | 91.6 | 88.2 | 86.5 | 56 | 84.3 | — | — | |
| DTABackbone=ResNet2024.07 | 93.7 | 82.2 | 85.6 | 83.8 | — | 81 | 90.7 | 82.1 | 95.1 | 78.1 | 86.4 | 32.1 | 81.5 | 93 | — | |
| SAFNBackbone=ResNet-1012022.12 | 93.6 | 61.3 | 84.1 | 70.6 | 94.1 | 79 | 91.8 | 79.6 | 89.9 | 55.6 | 89 | 24.4 | 76.1 | — | — | |
| SFANsource-free=false, Backbone=ResNet-1012022.04 | 93.6 | 61.3 | 84.1 | 70.6 | 94.1 | 79 | 91.8 | 79.6 | 89.9 | 55.6 | 89 | 24.4 | 76.1 | — | — | |
| HCLBackbone=ResNet-1012026.01 | 93.3 | 85.4 | 80.7 | 68.5 | 91 | 88.1 | 86 | 78.6 | 86.6 | 88.8 | 80 | 74.7 | 83.5 | — | — | |
| TVTBackbone=ViT2024.07 | 93 | 85.6 | 77.6 | 60.5 | — | 98.2 | 89.4 | 76.4 | 93.6 | 92.1 | 91.7 | 55.8 | 84 | 93.6 | — | |
| VADA2019.05 | 93 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 12.7 | — | — | |
| TVTBackbone=ViT-B2022.12 | 92.92 | 85.58 | 77.51 | 60.48 | 93.6 | 98.17 | 89.35 | 76.4 | 93.56 | 92.02 | 91.69 | 55.73 | 83.92 | — | — | |
| SRDA-GNoise Generation=Gaussian, Optimization Level=Feature Space2019.05 | 90.9 | 74.8 | 81.9 | 59.1 | 87.5 | 77.3 | 89.9 | 79.4 | 85.3 | 40.6 | 85.1 | 21.6 | 73.5 | — | — | |
| SWDSF=false, Backbone=ResNet-1012022.11 | 90.8 | 82.5 | 81.7 | 70.5 | 91.7 | 69.5 | 86.3 | 77.5 | 87.4 | 63.6 | 85.6 | 29.2 | 76.4 | — | — | |
| SWDBackbone=ResNet-1012022.12 | 90.8 | 82.5 | 81.7 | 70.5 | 91.7 | 69.5 | 86.3 | 77.5 | 87.4 | 63.6 | 85.6 | 29.2 | 76.4 | — | — | |
| SWDsource-free=false, Backbone=ResNet-1012022.04 | 90.8 | 82.5 | 81.7 | 70.5 | 91.7 | 69.5 | 86.3 | 77.5 | 87.4 | 63.6 | 85.6 | 29.2 | 76.4 | — | — | |
| SWDBackbone=ResNet2024.07 | 90.8 | 82.5 | 81.7 | 70.5 | — | 69.5 | 86.3 | 77.5 | 87.4 | 63.6 | 85.6 | 29.2 | 76.4 | 91.7 | — | |
| MCDHyper-parameter=32019.05 | 90.3 | 49.3 | 82.1 | 62.9 | 91.8 | 69.4 | 83.8 | 72.8 | 79.8 | 53.3 | 81.5 | 29.7 | 70.6 | — | — | |
| SRDA-FNoise Generation=FSGM, Optimization Level=Feature Space2019.05 | 90.1 | 67 | 82.3 | 56 | 84.8 | 88.2 | 90.3 | 77 | 82.5 | 26.8 | 85 | 16.2 | 71.1 | — | — | |
| BNMBackbone=ResNet2024.07 | 89.6 | 61.5 | 76.9 | 55 | — | 69.1 | 81.3 | 65.5 | 90 | 47.3 | 89.1 | 30.1 | 70.4 | 89.3 | — | |
| SRDA-VNoise Generation=VAT, Optimization Level=Feature Space2019.05 | 89.4 | 43.5 | 81.2 | 60.2 | 81.1 | 57.6 | 93.7 | 76.6 | 81.8 | 41.3 | 79.6 | 22 | 69.5 | — | — | |
| MCCSF=false, Backbone=ResNet-1012022.11 | 88.7 | 80.3 | 80.5 | 71.5 | 90.1 | 93.2 | 85 | 71.6 | 89.4 | 73.8 | 85 | 36.9 | 78.8 | — | — | |
| MCCsource-free=false, Backbone=ResNet-1012022.04 | 88.7 | 80.3 | 80.5 | 71.5 | 90.1 | 93.2 | 85 | 71.6 | 89.4 | 73.8 | 85 | 36.9 | 78.8 | — | — | |
| DAN2019.05 | 87.1 | 63 | 76.5 | 42 | 90.3 | 42.9 | 85.9 | 53.1 | 49.7 | 36.3 | 85.8 | 20.7 | 61.1 | — | — | |
| MCDBackbone=ResNet2024.07 | 87 | 60.9 | 83.7 | 64 | — | 79.6 | 84.7 | 76.9 | 88.6 | 40.3 | 83 | 25.8 | 71.9 | 88.9 | — | |
| MCDHyper-parameter=42019.05 | 87 | 60.9 | 83.7 | 64 | 88.9 | 79.6 | 84.7 | 76.9 | 88.6 | 40.3 | 83 | 25.8 | 71.9 | — | — | |
| SFDAsource-free=true, Backbone=ResNet-1012022.04 | 86.9 | 81.7 | 84.6 | 63.9 | 93.1 | 91.4 | 86.6 | 71.9 | 84.5 | 58.2 | 74.5 | 42.7 | 76.7 | — | — | |
| DeepJDOT2018.03 | 85.4 | 50.4 | 77.3 | 87.3 | 69.1 | 14.1 | 91.5 | 53.3 | 91.9 | 31.2 | 88.5 | 61.8 | 66.9 | — | 38.9 | |
| CDANSF=false, Backbone=ResNet-1012022.11 | 85.2 | 66.9 | 83 | 50.8 | 84.2 | 74.9 | 88.1 | 74.5 | 83.4 | 76 | 81.9 | 38 | 73.9 | — | — | |
| CDANBackbone=ResNet-1012022.12 | 85.2 | 66.9 | 83 | 50.8 | 84.2 | 74.9 | 88.1 | 74.5 | 83.4 | 76 | 81.9 | 38 | 73.9 | — | — | |
| GPDA2019.05 | 83 | 74.3 | 80.4 | 66 | 87.6 | 75.3 | 83.8 | 73.1 | 90.1 | 57.3 | 80.2 | 37.9 | 73.3 | — | — | |
| DANNBackbone=ResNet-1012022.12 | 81.9 | 77.7 | 82.8 | 44.3 | 81.2 | 29.5 | 65.1 | 28.6 | 51.9 | 54.6 | 82.8 | 7.8 | 57.4 | — | — | |
| RevGradBackbone=ResNet2024.07 | 81.9 | 77.7 | 82.8 | 44.3 | — | 29.5 | 65.1 | 28.6 | 51.9 | 54.6 | 82.8 | 7.8 | 57.4 | 81.2 | — | |
| DANN2019.05 | 81.9 | 77.7 | 82.8 | 44.3 | 81.2 | 29.5 | 65.1 | 28.6 | 51.9 | 54.6 | 82.8 | 7.8 | 57.4 | — | — | |
| MCDHyper-parameter=22019.05 | 81.1 | 55.3 | 83.6 | 65.7 | 87.6 | 72.7 | 83.1 | 73.9 | 85.3 | 47.7 | 73.2 | 27.1 | 69.7 | — | — | |
| DeepCORAL2018.03 | 62.5 | 21.7 | 66.3 | 64.6 | 31.1 | 36.7 | 54.2 | 24.9 | 73.8 | 29.9 | 43.4 | 34.2 | 45.3 | — | 19 | |
| DAN2018.03 | 55.3 | 18.4 | 59.8 | 68.6 | 55.3 | 41.4 | 63.4 | 30.4 | 78.8 | 23 | 62.9 | 40.2 | 49.8 | — | 19.5 | |
| ResNet-101SF=false, Backbone=ResNet-1012022.11 | 55.1 | 53.3 | 61.9 | 59.1 | 80.6 | 17.9 | 79.7 | 31.2 | 81 | 26.5 | 73.5 | 8.5 | 52.4 | — | — | |
| ResNet-101Backbone=ResNet-1012022.12 | 55.1 | 53.3 | 61.9 | 59.1 | 80.6 | 17.9 | 79.7 | 31.2 | 81 | 26.5 | 73.5 | 8.5 | 52.4 | — | — | |
| Source OnlyBackbone=ResNet2024.07 | 55.1 | 53.3 | 61.9 | 59.1 | — | 17.9 | 79.7 | 31.2 | 81 | 26.5 | 73.5 | 8.5 | 52.4 | 80.6 | — | |
| Source Only2019.05 | 55.1 | 53.3 | 61.9 | 59.1 | 80.6 | 17.9 | 79.7 | 31.2 | 81 | 26.5 | 73.5 | 8.5 | 52.4 | — | — | |
| DIRT2019.05 | 45.1 | 0 | 19.7 | 9.3 | 0.1 | 0 | 37.8 | 0 | 0.2 | 7.5 | 17.1 | 13.5 | 13.9 | — | — | |
| SRDA-G*Noise Generation=Gaussian, Optimization Level=Image Level2019.05 | 40.2 | 40.2 | 55.9 | 62.9 | 60.5 | 75.9 | 83 | 61.7 | 73 | 23.2 | 80.8 | 5.7 | 58 | — | — | |
| Source only2018.03 | 36 | 4 | 19.9 | 94.7 | 14.8 | 0.42 | 38.7 | 3.8 | 37.4 | 8.1 | 71.9 | 6.7 | 28 | — | — | |
| SRDA-V*Noise Generation=VAT, Optimization Level=Image Level2019.05 | 2.6 | 1.4 | 2.1 | 1.6 | 4.1 | 23.3 | 48.9 | 0.7 | 21.8 | 1.4 | 3.7 | 1.3 | 9.8 | — | — | |
| SRDA-F*Noise Generation=FSGM, Optimization Level=Image Level2019.05 | 0.8 | 0.9 | 8.8 | 3 | 1 | 12.9 | 69.5 | 0.1 | 2.5 | 0.7 | 26.8 | 1.4 | 11.9 | — | — | |
| VMT2019.05 | 0 | 0 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8.5 | — | — |