Object Classification on VisDA synthetic-to-real 2017
94.3Mean AccuracyJFPD
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| JFPDBackbone=ViT-B/162026.05 | 94.3 | 100 | 98.8 | 93 | 76.2 | 99.9 | 99.5 | 97.8 | 88.5 | 97.8 | 99.9 | 99.2 | 80.9 | |
| FFTAT-BBackbone=ViT-B2026.05 | 93.8 | 99.7 | 98.5 | 93.1 | 81.1 | 99.8 | 99.5 | 97.8 | 89.6 | 95.7 | 99.8 | 98.7 | 72.4 | |
| ReOTsetting=PDA2026.05 | 91.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SLMsetting=PDA2026.05 | 91.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TSGF-BBackbone=ViT-B2026.05 | 90.3 | 98.9 | 92.9 | 87.7 | 71.2 | 98.4 | 98.6 | 93.1 | 84.3 | 97.3 | 96.1 | 95.4 | 70 | |
| C-DGPABackbone=ViT-B/162025.12 | 90.2 | 99.2 | 94.3 | 94 | 77.6 | 99.2 | 94.3 | 94.4 | 85.6 | 88.8 | 95.4 | 94.8 | 65.1 | |
| PDABackbone=ViT-B/162025.12 | 89.7 | 99.2 | 91.1 | 91.9 | 77.1 | 98.4 | 93.6 | 95.1 | 84.9 | 87.2 | 97.3 | 95.3 | 65.3 | |
| Target-supervisedBackbone=ResNet-1012020.12 | 89.6 | 97 | 86.6 | 84.3 | 88.7 | 96.3 | 94.4 | 92 | 89.4 | 95.5 | 91.8 | 90.7 | 68.7 | |
| SupervisedBackbone=ResNet-1012026.03 | 89.6 | 97 | 86.6 | 84.3 | 88.7 | 96.3 | 94.4 | 92 | 89.4 | 95.5 | 91.8 | 90.7 | 68.7 | |
| DCSTBackbone=ViT-B2026.05 | 89.3 | 98.1 | 86.4 | 89.2 | 82.5 | 97.7 | 97.6 | 97.8 | 82.5 | 98 | 91.7 | 95.6 | 54.8 | |
| DAPLBackbone=ViT-B/162025.12 | 89.2 | 98.9 | 92.6 | 93.1 | 77.7 | 98.6 | 91.1 | 94.4 | 83.5 | 87.5 | 95.9 | 93.7 | 63.7 | |
| CLIPBackbone=ViT-B/162025.12 | 88.9 | 99.2 | 92.2 | 93.5 | 76.7 | 98.3 | 90.4 | 94.6 | 83.6 | 85.4 | 96.1 | 94.3 | 62.7 | |
| ProCal++Backbone=ResNet-1012026.03 | 88.9 | 98 | 88.4 | 89.6 | 85.4 | 97.6 | 97.2 | 93.6 | 84.7 | 97.3 | 93.6 | 91.4 | 50 | |
| SSRT-ViTBackbone=ViT2023.03 | 88.8 | 98.9 | 87.6 | 89.1 | 84.8 | 98.3 | 98.7 | 96.3 | 81.1 | 94.8 | 97.9 | 94.5 | 43.1 | |
| DPCBackbone=ResNet-1012026.03 | 88.8 | 96.5 | 89.3 | 86.5 | 83.2 | 97.4 | 97.3 | 91.8 | 83.7 | 96.4 | 94.8 | 92.1 | 56.2 | |
| SSRT-BBackbone=ViT-B2026.05 | 88.8 | 98.9 | 87.6 | 89.1 | 84.8 | 98.3 | 98.7 | 96.3 | 81.1 | 94.9 | 97.9 | 94.5 | 43.1 | |
| SSRT-BBackbone=ViT-base2022.04 | 88.76 | 98.93 | 87.6 | 89.1 | 84.77 | 98.34 | 98.7 | 96.27 | 81.08 | 94.86 | 97.9 | 94.5 | 43.13 | |
| ARsetting=PDA2026.05 | 88.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ProCalBackbone=ResNet-1012026.03 | 88.6 | 97.6 | 90.3 | 88.9 | 81.3 | 97.4 | 97.6 | 91.6 | 84.4 | 95.9 | 93.8 | 91.2 | 52.9 | |
| CDTransBackbone=Transformer2022.04 | 88.4 | 97.1 | 90.5 | 82.4 | 77.5 | 96.6 | 96.1 | 93.6 | 88.6 | 97.9 | 86.9 | 90.3 | 62.8 | |
| CDTrans-DeitBackbone=DeiT2023.03 | 88.4 | 97.1 | 90.5 | 82.4 | 77.5 | 96.6 | 96.1 | 93.6 | 88.6 | 97.9 | 86.9 | 90.3 | 62.8 | |
| iSFDABackbone=ResNet-1012026.03 | 88.4 | 97.5 | 91.4 | 87.9 | 79.4 | 97.2 | 97.2 | 92.2 | 83 | 96.4 | 94.2 | 91.1 | 53 | |
| CDTrans-BBackbone=ViT-B2026.05 | 88.4 | 97.1 | 90.5 | 82.4 | 77.5 | 96.6 | 96.1 | 93.6 | 88.6 | 97.9 | 86.9 | 90.3 | 62.8 | |
| Co-learnBackbone=ResNet-1012026.03 | 88.2 | 97.7 | 87.9 | 84.8 | 79.6 | 97.6 | 97.5 | 92.4 | 83.7 | 95.3 | 94.2 | 90.3 | 57.4 | |
| AaDSource-Free=true, Backbone=ResNet-1012022.05 | 88 | 97.4 | 90.5 | 80.8 | 76.2 | 97.3 | 96.1 | 89.8 | 82.9 | 95.5 | 93 | 92 | 64.7 | |
| PMTrans-SwinBackbone=Swin2023.03 | 88 | 99.4 | 88.3 | 88.1 | 78.9 | 98.8 | 98.3 | 95.8 | 70.3 | 94.6 | 98.3 | 96.3 | 48.5 | |
| AaDBackbone=ResNet-1012026.03 | 88 | 97.4 | 90.5 | 80.8 | 76.2 | 97.3 | 96.1 | 89.8 | 82.9 | 95.5 | 93 | 92 | 64.7 | |
| C-SFDABackbone=ResNet-1012026.03 | 87.8 | 97.6 | 88.8 | 86.1 | 72.2 | 97.2 | 94.4 | 92.1 | 84.7 | 93 | 90.7 | 93.1 | 63.5 | |
| PMTrans-DeitBackbone=DeiT2023.03 | 87.7 | 98.2 | 92.2 | 88.1 | 77 | 97.4 | 95.8 | 94 | 72.1 | 97.1 | 95.2 | 94.6 | 51 | |
| TPDSBackbone=ResNet-1012026.03 | 87.6 | 97.6 | 91.5 | 89.7 | 83.4 | 97.5 | 96.3 | 92.2 | 82.4 | 96 | 94.1 | 90.9 | 40.4 | |
| PMTrans-ViTBackbone=ViT2023.03 | 87.5 | 98.9 | 93.7 | 84.5 | 73.3 | 99 | 98 | 96.2 | 67.8 | 94.2 | 98.4 | 96.6 | 49 | |
| SHOT++Backbone=ResNet-1012020.12 | 87.3 | 97.7 | 88.4 | 90.2 | 86.3 | 97.9 | 98.6 | 92.9 | 84.1 | 97.1 | 92.2 | 93.6 | 28.8 | |
| SHOT++Backbone=ResNet-1012026.03 | 87.3 | 97.7 | 88.4 | 90.2 | 86.3 | 97.9 | 98.6 | 92.9 | 84.1 | 97.1 | 92.2 | 93.6 | 28.8 | |
| DaCBackbone=ResNet-1012026.03 | 87.3 | 96.6 | 86.8 | 86.4 | 78.4 | 96.4 | 96.2 | 93.6 | 83.8 | 96.8 | 95.1 | 89.6 | 50 | |
| CANBackbone=ResNet-1012020.12 | 87.2 | 97 | 87.2 | 82.5 | 74.3 | 97.8 | 96.2 | 90.8 | 80.7 | 96.6 | 96.3 | 87.5 | 59.9 | |
| FixBiBackbone=ResNet2023.03 | 87.2 | 96.1 | 87.8 | 90.5 | 90.3 | 96.8 | 95.3 | 92.8 | 88.7 | 97.2 | 94.2 | 90.9 | 25.7 | |
| FixBi2026.05 | 87.2 | 96.1 | 87.8 | 90.5 | 90.3 | 96.8 | 95.3 | 92.8 | 88.7 | 97.2 | 94.2 | 90.9 | 25.7 | |
| CAN2026.05 | 87.2 | 97 | 87.2 | 82.5 | 74.3 | 97.8 | 96.2 | 90.8 | 80.7 | 96.6 | 96.3 | 87.5 | 59.9 | |
| m-POTsetting=PDA2026.05 | 87 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoWA-JMDSBackbone=ResNet-1012026.03 | 86.9 | 96.2 | 89.7 | 83.9 | 73.8 | 96.4 | 97.4 | 89.3 | 86.8 | 94.6 | 92.1 | 88.7 | 53.8 | |
| CoWA-JMDS2026.05 | 86.9 | 96.2 | 89.7 | 83.9 | 73.8 | 96.4 | 97.4 | 89.3 | 86.8 | 94.6 | 92.1 | 88.7 | 53.8 | |
| C-DGPABackbone=ResNet1012025.12 | 86.6 | 98.2 | 84.5 | 91.4 | 72.6 | 97.5 | 93.3 | 94.3 | 79.3 | 86.8 | 86.1 | 91.1 | 63.5 | |
| NRCSource-Free=true, Backbone=ResNet-1012022.05 | 85.9 | 96.8 | 91.3 | 82.4 | 62.4 | 96.2 | 95.9 | 86.1 | 80.6 | 94.8 | 94.1 | 90.4 | 59.7 | |
| NRCBackbone=ResNet-1012026.03 | 85.9 | 96.8 | 91.3 | 82.4 | 62.4 | 96.2 | 95.9 | 86.1 | 80.6 | 94.8 | 94.1 | 90.4 | 59.7 | |
| NRC+ELRBackbone=ResNet-1012026.03 | 85.8 | 97.1 | 89.7 | 82.7 | 62 | 96.2 | 97 | 87.6 | 81.2 | 93.7 | 94.1 | 90.2 | 58.6 | |
| SHOTBackbone=ResNet-1012020.12 | 85.5 | 95.8 | 88.2 | 87.2 | 73.7 | 95.2 | 96.4 | 87.9 | 84.5 | 92.5 | 89.3 | 85.7 | 49.1 | |
| G-SFDASource-Free=true, Backbone=ResNet-1012022.05 | 85.4 | 96.1 | 88.3 | 85.5 | 74.1 | 97.1 | 95.4 | 89.5 | 79.4 | 95.4 | 92.9 | 89.1 | 42.6 | |
| VPTBackbone=ViT-B/162025.12 | 85.4 | 98.7 | 78.2 | 96 | 72.8 | 98.8 | 70.5 | 98.2 | 82.5 | 87.4 | 93.1 | 94.3 | 54.6 | |
| G-SFDABackbone=ResNet-1012026.03 | 85.4 | 96.1 | 83.3 | 85.5 | 74.1 | 97.1 | 95.4 | 89.5 | 79.4 | 95.4 | 92.9 | 89.1 | 42.6 | |
| Baseline-BBackbone=ViT-base, Adversarial Adaptation=true2022.04 | 85.23 | 98.55 | 82.59 | 85.97 | 57.07 | 94.93 | 97.2 | 94.58 | 76.68 | 92.11 | 96.54 | 94.31 | 52.24 | |
| SHOT-IM++Backbone=ResNet-1012020.12 | 85 | 96.7 | 87.6 | 89.2 | 71.4 | 96.3 | 98.5 | 91.9 | 79.9 | 95.5 | 86.4 | 93.5 | 32.9 | |
| A2NetSource-Free=true, Backbone=ResNet-1012022.05 | 84.3 | 94 | 87.8 | 85.6 | 66.8 | 93.7 | 95.1 | 85.8 | 81.2 | 91.6 | 88.2 | 86.5 | 56 | |
| Baseline-B+MIBackbone=ViT-base, Adversarial Adaptation=true, Mutual Information=true2022.04 | 84.08 | 98.63 | 90.79 | 81.83 | 47.28 | 96.29 | 98.36 | 84.68 | 70.7 | 93.3 | 97.54 | 94.55 | 55.03 | |
| RWOTSource-Free=false, Backbone=ResNet-1012022.05 | 84 | 95.1 | 80.3 | 83.7 | 90 | 92.4 | 68 | 92.5 | 82.2 | 87.9 | 78.4 | 90.4 | 68.2 | |
| TVTBackbone=Transformer2022.04 | 83.92 | 92.92 | 85.58 | 77.51 | 60.48 | 93.6 | 98.17 | 89.35 | 76.4 | 93.56 | 92.02 | 91.69 | 55.73 | |
| TVT-BBackbone=ViT-B2026.05 | 83.9 | 92.9 | 85.6 | 77.5 | 60.5 | 93.6 | 98.2 | 89.4 | 76.4 | 93.6 | 92 | 91.7 | 55.7 | |
| CoCoOpBackbone=ViT-B/162025.12 | 83.6 | 99.1 | 92.4 | 92 | 71.7 | 99.1 | 73.4 | 95.8 | 44.5 | 90.3 | 95.6 | 96 | 52.8 | |
| HCLSource-Free=true, Backbone=ResNet-1012022.05 | 83.5 | 93.3 | 85.4 | 80.7 | 68.5 | 91 | 88.1 | 86 | 78.6 | 86.6 | 88.8 | 80 | 74.7 | |
| MaPLeBackbone=ViT-B/162025.12 | 83.2 | 98.4 | 83.4 | 88.8 | 67.8 | 98.8 | 75.2 | 95.7 | 77.7 | 81.7 | 95.4 | 95.6 | 40.4 | |
| TVTBackbone=ViT2023.03 | 83.1 | 82.9 | 85.6 | 77.5 | 60.5 | 93.6 | 98.2 | 89.4 | 76.4 | 93.6 | 92 | 91.7 | 55.7 | |
| SHOTBackbone=ResNet-1012022.04 | 82.9 | 94.3 | 88.5 | 80.1 | 57.3 | 93.1 | 94.9 | 80.7 | 80.3 | 91.5 | 89.1 | 86.3 | 58.2 | |
| SHOTSource-Free=true, Backbone=ResNet-1012022.05 | 82.9 | 94.3 | 88.5 | 80.1 | 57.3 | 93.1 | 94.9 | 80.7 | 80.3 | 91.5 | 89.1 | 86.3 | 58.2 | |
| SHOTBackbone=ResNet1012025.12 | 82.9 | 94.3 | 88.5 | 80.1 | 57.3 | 93.1 | 94.9 | 80.7 | 80.3 | 91.5 | 89.1 | 86.3 | 58.2 | |
| SHOTBackbone=ResNet-1012026.03 | 82.9 | 94.3 | 88.5 | 80.1 | 57.3 | 93.1 | 94.9 | 80.7 | 80.3 | 91.5 | 89.1 | 86.3 | 58.2 | |
| SHOT2026.05 | 82.9 | 94.3 | 88.5 | 80.1 | 57.3 | 93.1 | 93.1 | 80.7 | 80.3 | 91.5 | 89.1 | 86.3 | 58.2 | |
| STARBackbone=ResNet-1012020.12 | 82.7 | 95 | 84 | 84.6 | 73 | 91.6 | 91.8 | 85.9 | 78.4 | 94.4 | 84.7 | 87 | 42.2 | |
| STARSource-Free=false, Backbone=ResNet-1012022.05 | 82.7 | 95 | 84 | 84.6 | 73 | 91.6 | 91.8 | 85.9 | 78.4 | 94.4 | 84.7 | 87 | 42.2 | |
| GVB† + Our PCLBackbone=ResNet-50, Baseline=GVB + FixMatch2021.11 | 82.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CGDM2026.05 | 82.3 | 93.7 | 82.7 | 73.2 | 68.4 | 92.9 | 94.5 | 88.7 | 82.1 | 93.4 | 82.5 | 86.8 | 49.2 | |
| SDATBackbone=ResNet1012025.12 | 82.1 | 94.8 | 77.1 | 82.8 | 60.9 | 92.3 | 95.2 | 91.7 | 79.9 | 89.9 | 91.2 | 88.5 | 41.2 | |
| CoOpBackbone=ViT-B/162025.12 | 82 | 98.7 | 88.8 | 87.2 | 69.7 | 99 | 71.5 | 96.3 | 53.9 | 91.5 | 96.3 | 95.8 | 35.7 | |
| 3C-GANSource-Free=true, Backbone=ResNet-1012022.05 | 81.6 | 94.8 | 73.4 | 68.8 | 74.8 | 93.1 | 95.4 | 88.6 | 84.7 | 89.1 | 84.7 | 83.5 | 48.1 | |
| DTABackbone=ResNet-1012020.12 | 81.5 | 93.7 | 82.2 | 85.6 | 83.8 | 93 | 81 | 90.7 | 82.1 | 95.1 | 78.1 | 86.4 | 32.1 | |
| IVLPBackbone=ViT-B/162025.12 | 80.9 | 98.2 | 71.2 | 82.6 | 79.9 | 97.3 | 68.3 | 98.2 | 59 | 90.5 | 93.4 | 95.7 | 36.6 | |
| GVB* + Our PCLBackbone=ResNet-50, Baseline=GVB (re-implemented)2021.11 | 80.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CSTBackbone=ResNet-502021.11 | 80.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SHOT-IMBackbone=ResNet-1012020.12 | 80.4 | 93.7 | 86.4 | 78.7 | 50.6 | 91 | 93.6 | 79 | 78.3 | 89.3 | 85.4 | 88 | 51.1 | |
| GVB†Backbone=ResNet-50, Includes FixMatch=true2021.11 | 80.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DSBN+MSTNBackbone=ResNet-1012020.12 | 80.2 | 94.7 | 86.7 | 76 | 72 | 95.2 | 75.1 | 87.9 | 81.3 | 91.1 | 68.9 | 88.3 | 45.5 | |
| MCCSource-Free=false, Backbone=ResNet-1012022.05 | 78.8 | 88.7 | 80.3 | 80.5 | 71.5 | 90.1 | 93.2 | 85 | 71.6 | 89.4 | 73.8 | 85 | 36.9 | |
| MCCBackbone=ResNet1012025.12 | 78.8 | 88.1 | 80.3 | 80.5 | 71.5 | 90.1 | 93.2 | 85 | 71.6 | 89.4 | 73.8 | 85 | 36.9 | |
| DFA-MCDBackbone=ResNet-502020.06 | 78.5 | 91.2 | 77.4 | 80.5 | 63.3 | 87.1 | 85.4 | 86.4 | 79.5 | 90.3 | 79.7 | 89.2 | 31.6 | |
| MULsetting=PDA2026.05 | 77.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Swin-basedBackbone=Swin2023.03 | 76.8 | 99.3 | 63.4 | 85.9 | 68.9 | 95.1 | 79.6 | 97.1 | 29 | 81.4 | 94.2 | 97.7 | 29.6 | |
| SENTRYBackbone=ResNet-502021.11 | 76.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SWDBackbone=ResNet-1012020.12 | 76.4 | 90.8 | 82.5 | 81.7 | 70.5 | 91.7 | 69.5 | 86.3 | 77.5 | 87.4 | 63.6 | 85.6 | 29.2 | |
| SWDBackbone=ResNet-1012022.04 | 76.4 | 90.8 | 82.5 | 81.7 | 70.5 | 91.7 | 69.5 | 86.3 | 77.5 | 87.4 | 63.6 | 85.6 | 29.2 | |
| SWDBackbone=ResNet2023.03 | 76.4 | 90.8 | 82.5 | 81.7 | 70.5 | 91.7 | 69.5 | 86.3 | 77.5 | 87.4 | 63.6 | 85.6 | 29.2 | |
| SAFNBackbone=ResNet-1012020.12 | 76.1 | 93.6 | 61.3 | 84.1 | 70.6 | 94.1 | 79 | 91.8 | 79.6 | 89.9 | 55.6 | 89 | 24.4 | |
| SAFNBackbone=ResNet-1012022.04 | 76.1 | 93.6 | 61.3 | 84.1 | 70.6 | 94.1 | 79 | 91.8 | 79.6 | 89.9 | 55.6 | 89 | 24.4 | |
| SAFN2026.05 | 76.1 | 93.6 | 61.3 | 84.1 | 70.6 | 94.1 | 79 | 91.8 | 79.6 | 89.9 | 55.6 | 89 | 24.4 | |
| CDAN+BSPBackbone=ResNet-1012020.12 | 75.9 | 92.4 | 61 | 81 | 57.5 | 89 | 80.6 | 90.1 | 77 | 84.2 | 77.9 | 82.1 | 38.4 | |
| CDAN+BSPSource-Free=false, Backbone=ResNet-1012022.05 | 75.9 | 92.4 | 61 | 81 | 57.5 | 89 | 80.6 | 90.1 | 77 | 84.2 | 77.9 | 82.1 | 38.4 | |
| HDA+ToAlignBackbone=ResNet-50, Setting=SUDA2021.06 | 75.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DFA-SAFNBackbone=ResNet-502020.06 | 75.3 | 93.1 | 58.4 | 85.8 | 69.9 | 89.8 | 96.1 | 90.3 | 77.5 | 87.4 | 48.9 | 85.1 | 21.1 | |
| GVBBackbone=ResNet-50, Setting=SUDA, Venue=CVPR'202021.06 | 75.3 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RANsetting=PDA2026.05 | 75.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GVB*Backbone=ResNet-50, re-implementation=true2021.11 | 75 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PLSCsetting=PDA2026.05 | 74.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MCDBackbone=ResNet-502020.06 | 74.6 | 90.3 | 62.6 | 84.8 | 71.7 | 85.9 | 72.9 | 93.7 | 71.9 | 86.8 | 79.1 | 81.6 | 14.3 |