Unsupervised Domain Adaptation on Office-Home (test)
91.4Average AccuracyFFTAT
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FFTATArchitecture Type=ViT-based2024.11 | 91.4 | 83.2 | 92.9 | 95.2 | 91.1 | 93.5 | 95.2 | 89.7 | 85 | 94.9 | 93 | 87.5 | 95.9 | — | — | — | — | — | |
| UniMoSBackbone=ViT-L, CLIP-based=true2024.03 | 90.7 | 80.9 | 96.2 | 95.1 | 90.1 | 96.1 | 95.1 | 90 | 81.4 | 95.2 | 89.9 | 81.6 | 96.3 | — | — | — | — | — | |
| ADCLIPBackbone=ViT-L, CLIP-based=true2024.03 | 90.5 | 80.3 | 95.4 | 95.7 | 90.9 | 95.5 | 95.2 | 90.1 | 79.6 | 95.1 | 90.8 | 81.1 | 95.9 | — | — | — | — | — | |
| PMTrans-SwinBackbone=Swin-B2023.03 | 89 | 81.3 | 92.9 | 92.8 | 88.4 | 93.4 | 93.2 | 87.9 | 80.4 | 93 | 89 | 80.9 | 94.8 | — | — | — | — | — | |
| PMTransArchitecture Type=ViT-based2024.11 | 89 | 81.3 | 92.9 | 92.8 | 88.4 | 93.4 | 93.2 | 87.9 | 80.4 | 93 | 89 | 80.9 | 84.8 | — | — | — | — | — | |
| PMTrans-ViTBackbone=ViT-B2023.03 | 88.9 | 81.2 | 91.6 | 92.4 | 88.9 | 91.6 | 93 | 88.5 | 80 | 93.4 | 89.5 | 82.4 | 94.5 | — | — | — | — | — | |
| DAPromptBackbone=ViT-L, CLIP-based=true2024.03 | 88.7 | 77.3 | 94.6 | 94.3 | 88.6 | 94.6 | 94 | 88.8 | 76.8 | 94 | 89 | 77.8 | 94.4 | — | — | — | — | — | |
| CLIPBackbone=ViT-L, CLIP-based=true2024.03 | 87 | 74.2 | 93.1 | 93.3 | 87.3 | 93.1 | 93.3 | 87.3 | 74.2 | 93.3 | 87.3 | 74.2 | 93.1 | — | — | — | — | — | |
| UniMoSBackbone=ViT-B, CLIP-based=true2024.03 | 86.9 | 74.9 | 94 | 92.5 | 86.4 | 94.3 | 92.5 | 86 | 73.9 | 93 | 86.4 | 74.2 | 94.5 | — | — | — | — | — | |
| PADCLIPBackbone=ViT-B, CLIP-based=true2024.03 | 86.7 | 76.4 | 90.6 | 90.8 | 86.7 | 92.3 | 92 | 86 | 74.5 | 91.5 | 86.9 | 79.1 | 93.1 | — | — | — | — | — | |
| ADCLIPBackbone=ViT-B, CLIP-based=true2024.03 | 86.1 | 70.9 | 92.5 | 92.1 | 85.4 | 92.4 | 92.5 | 86.7 | 74.3 | 93 | 86.9 | 72.6 | 93.8 | — | — | — | — | — | |
| PDABackbone=ViT2023.12 | 85.7 | 73.5 | 91.4 | 91.3 | 86 | 91.6 | 91.5 | 86 | 73.5 | 91.7 | 86.4 | 73 | 92.4 | — | — | — | — | — | |
| SSRT-BBackbone=ViT-base2022.04 | 85.43 | 75.17 | 88.98 | 91.09 | 85.13 | 88.29 | 89.95 | 85.04 | 74.23 | 91.26 | 85.7 | 78.58 | 91.78 | — | — | — | — | — | |
| SSRT-ViTBackbone=ViT-B2023.03 | 85.4 | 75.2 | 89 | 91.1 | 85.1 | 88.3 | 89.9 | 85 | 74.2 | 91.2 | 85.7 | 78.6 | 91.8 | — | — | — | — | — | |
| SSRTBackbone=ViT2023.12 | 85.4 | 75.2 | 89 | 91.1 | 85.1 | 88.3 | 89.9 | 85 | 74.2 | 91.2 | 85.7 | 78.6 | 91.8 | — | — | — | — | — | |
| SSRTBackbone=ViT-B, CLIP-based=false2024.03 | 85.4 | 75.2 | 89 | 91.1 | 85.1 | 88.3 | 89.9 | 85 | 74.2 | 91.2 | 85.7 | 78.6 | 91.8 | — | — | — | — | — | |
| SSRTArchitecture Type=ViT-based2024.11 | 85.4 | 75.2 | 89 | 91.1 | 85.1 | 88.3 | 90 | 85 | 74.2 | 91.3 | 85.7 | 78.6 | 91.8 | — | — | — | — | — | |
| SDAT+ELSBackbone=ViT2023.02 | 84.6 | 72.1 | 87.3 | 90.6 | 85.2 | 88.1 | 89.7 | 84.1 | 70.7 | 90.8 | 88.4 | 76.5 | 92.1 | — | — | — | — | — | |
| SDATBackbone=ViT2023.02 | 84.3 | 70.8 | 87 | 90.5 | 85.2 | 87.3 | 89.7 | 84.1 | 70.7 | 90.6 | 88.3 | 75.5 | 92.1 | — | — | — | — | — | |
| DAPromptBackbone=ViT-B, CLIP-based=true2024.03 | 84 | 70.6 | 90.2 | 91 | 84.9 | 89.2 | 90.9 | 84.8 | 70.5 | 90.6 | 84.8 | 70.1 | 90.8 | — | — | — | — | — | |
| TVTBackbone=ViT2023.02 | 83.6 | 74.9 | 86.6 | 89.5 | 82.8 | 87.9 | 88.3 | 79.8 | 71.9 | 90.1 | 85.5 | 74.6 | 90.6 | — | — | — | — | — | |
| TVTBackbone=ViT2023.03 | 83.6 | 74.9 | 86.8 | 89.5 | 82.8 | 88 | 88.3 | 79.8 | 71.9 | 90.1 | 85.5 | 74.6 | 90.6 | — | — | — | — | — | |
| Swin-basedBackbone=Swin-B2023.03 | 83.6 | 72.7 | 87.1 | 90.6 | 84.3 | 87.3 | 89.3 | 80.6 | 68.6 | 90.3 | 84.8 | 69.4 | 91.3 | — | — | — | — | — | |
| TVTBackbone=ViT2023.12 | 83.6 | 74.9 | 86.8 | 89.5 | 82.8 | 87.9 | 88.3 | 79.8 | 71.9 | 90.1 | 85.5 | 74.6 | 90.6 | — | — | — | — | — | |
| TVTBackbone=ViT-B, CLIP-based=false2024.03 | 83.6 | 74.9 | 86.8 | 89.5 | 82.8 | 88 | 88.3 | 79.8 | 71.9 | 90.1 | 85.5 | 74.6 | 90.6 | — | — | — | — | — | |
| TVTArchitecture Type=ViT-based2024.11 | 83.6 | 74.9 | 86.8 | 89.5 | 82.8 | 88 | 88.3 | 79.8 | 71.9 | 90.1 | 85.5 | 74.6 | 90.6 | — | — | — | — | — | |
| TVT*Backbone=ViT-base2022.04 | 83.56 | 74.89 | 86.82 | 89.47 | 82.78 | 87.95 | 88.27 | 79.81 | 71.94 | 90.13 | 85.46 | 74.62 | 90.56 | — | — | — | — | — | |
| Baseline-B+MIBackbone=ViT-base2022.04 | 83.23 | 70.63 | 88.62 | 89.99 | 82.08 | 87.84 | 89.28 | 81.01 | 68.82 | 91.26 | 85.17 | 71.66 | 92.45 | — | — | — | — | — | |
| CDAN w/ SDATBackbone=ViT2023.12 | 82.4 | 69.1 | 86.6 | 88.9 | 81.9 | 86.2 | 88 | 81 | 66.7 | 89.7 | 86.2 | 72.1 | 91.9 | — | — | — | — | — | |
| CLIPBackbone=ViT-B, CLIP-based=true2024.03 | 82.4 | 67.8 | 89 | 89.8 | 82.9 | 89 | 89.8 | 82.9 | 67.8 | 89.8 | 82.9 | 67.8 | 89 | — | — | — | — | — | |
| PMTrans-DeitBackbone=Deit-B2023.03 | 82.1 | 71.8 | 87.3 | 88.3 | 83 | 87.7 | 87.8 | 78.5 | 67.4 | 89.3 | 81.7 | 70.7 | 92 | — | — | — | — | — | |
| ViT-basedBackbone=ViT-B2023.03 | 81.1 | 67 | 85.7 | 88.1 | 80.1 | 84.1 | 86.7 | 79.5 | 67 | 89.4 | 83.6 | 70.2 | 91.2 | — | — | — | — | — | |
| Baseline-BBackbone=ViT-base2022.04 | 81.05 | 66.96 | 85.74 | 88.07 | 80.06 | 84.12 | 86.67 | 79.52 | 67.03 | 89.44 | 83.64 | 70.15 | 91.17 | — | — | — | — | — | |
| SSRT-SBackbone=ViT-small2022.04 | 80.64 | 67.03 | 84.21 | 88.32 | 79.85 | 84.28 | 86.03 | 80.72 | 67.08 | 88.27 | 82.04 | 69.44 | 89.86 | — | — | — | — | — | |
| CDTrans*Backbone=DeiT-base2022.04 | 80.5 | 68.8 | 85 | 86.9 | 81.5 | 87.1 | 87.3 | 79.6 | 63.3 | 88.2 | 82 | 66 | 90.6 | — | — | — | — | — | |
| CDTrans-DeitBackbone=Deit-B2023.03 | 80.5 | 68.8 | 85 | 86.9 | 81.5 | 87.1 | 87.3 | 79.6 | 63.3 | 88.2 | 82 | 66 | 90.6 | — | — | — | — | — | |
| CDTrans-DeitBackbone=ViT2023.12 | 80.5 | 68.8 | 85 | 86.9 | 81.5 | 87.1 | 87.3 | 79.6 | 63.3 | 88.2 | 82 | 66 | 90.6 | — | — | — | — | — | |
| CDTransArchitecture Type=ViT-based2024.11 | 80.5 | 68.8 | 85 | 86.9 | 81.5 | 87.1 | 87.3 | 79.6 | 63.3 | 88.2 | 82 | 66 | 90.6 | — | — | — | — | — | |
| CDANBackbone=ViT2023.02 | 79.3 | 62.6 | 82.9 | 87.2 | 79.2 | 84.9 | 87.1 | 77.9 | 63.3 | 88.7 | 83.1 | 63.5 | 90.8 | — | — | — | — | — | |
| UniMoSBackbone=ResNet50, CLIP-based=true2024.03 | 77.9 | 59.5 | 89.4 | 86.9 | 75.2 | 89.6 | 86.8 | 75.4 | 58.4 | 87.2 | 76.9 | 59.5 | 89.7 | — | — | — | — | — | |
| ELS+VT-DUDAProtocol=UDA, Subcategory=Diffusion-based2026.06 | 76.74 | 63.26 | 83.74 | 85.03 | 72.63 | 85.67 | 78.89 | 71.55 | 64.91 | 85.29 | 77.58 | 65.17 | 87.16 | — | — | — | — | — | |
| PADCLIPBackbone=ResNet50, CLIP-based=true2024.03 | 76.6 | 57.5 | 84 | 83.8 | 77.8 | 85.5 | 84.7 | 76.3 | 59.2 | 85.4 | 78.1 | 60.2 | 86.7 | — | — | — | — | — | |
| ELS+TerraProtocol=UDA, Subcategory=Diffusion-based2026.06 | 76.26 | 64.62 | 82.33 | 83.6 | 71.19 | 84.25 | 80.31 | 73 | 63.57 | 83.81 | 76.2 | 66.56 | 85.7 | — | — | — | — | — | |
| MCC+VT-DUDAProtocol=UDA, Subcategory=Diffusion-based2026.06 | 76.25 | 65.49 | 80.89 | 85.36 | 74.38 | 81.88 | 83.01 | 75.06 | 61.94 | 82.1 | 76.25 | 65.3 | 83.3 | — | — | — | — | — | |
| ADCLIPBackbone=ResNet50, CLIP-based=true2024.03 | 75.9 | 55.4 | 85.2 | 85.6 | 76.1 | 85.8 | 86.2 | 76.7 | 56.1 | 85.4 | 76.8 | 56.1 | 85.5 | — | — | — | — | — | |
| EIDCoBackbone=ResNet50, CLIP-based=false2024.03 | 75.8 | 63.8 | 80.8 | 82.6 | 71.5 | 80.1 | 80.9 | 72.1 | 61.3 | 84.5 | 78.6 | 65.8 | 87.1 | — | — | — | — | — | |
| ICONBackbone=ResNet50, CLIP-based=false2024.03 | 75.8 | 63.3 | 81.3 | 84.5 | 70.3 | 82.1 | 81 | 70.3 | 61.8 | 83.7 | 75.6 | 68.6 | 87.3 | — | — | — | — | — | |
| Baseline-SBackbone=ViT-small2022.04 | 75.71 | 59.59 | 80.11 | 84.67 | 73.84 | 78.49 | 81.36 | 74.41 | 59.82 | 86.27 | 80.1 | 62.59 | 87.23 | — | — | — | — | — | |
| SourceOnlyBackbone=ViT-B, CLIP-based=false2024.03 | 75.5 | 54.7 | 83 | 87.2 | 77.3 | 83.4 | 85.5 | 74.4 | 50.9 | 87.2 | 79.6 | 53.8 | 88.8 | — | — | — | — | — | |
| ViTArchitecture Type=ViT-based2024.11 | 75.5 | 54.7 | 83 | 87.2 | 77.3 | 83.4 | 85.6 | 74.4 | 50.9 | 87.2 | 79.6 | 54.8 | 88.8 | — | — | — | — | — | |
| ViT-BBackbone=ViT-base2022.04 | 75.48 | 54.68 | 83.04 | 87.15 | 77.3 | 83.42 | 85.54 | 74.41 | 50.9 | 87.22 | 79.56 | 53.79 | 88.8 | — | — | — | — | — | |
| MCC+TerraProtocol=UDA, Subcategory=Diffusion-based2026.06 | 75.45 | 63.49 | 81.51 | 83.46 | 72.52 | 82.89 | 81.25 | 73.2 | 61.66 | 83.16 | 74.36 | 63.45 | 84.41 | — | — | — | — | — | |
| MPAEvaluation Protocol=Multi-Source, Backbone=ResNet-502022.09 | 75.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | 74.8 | 54.9 | 86.2 | 85.7 | |
| PDABackbone=ResNet502023.12 | 75.3 | 55.4 | 85.1 | 85.8 | 75.2 | 85.2 | 85.2 | 74.2 | 55.2 | 85.8 | 74.7 | 55.8 | 86.3 | — | — | — | — | — | |
| Deit-basedBackbone=Deit-B2023.03 | 74.8 | 61.8 | 79.5 | 84.3 | 75.4 | 78.8 | 81.2 | 72.8 | 55.7 | 84.4 | 78.3 | 59.3 | 86 | — | — | — | — | — | |
| Deit-basedBackbone=ViT2023.12 | 74.8 | 61.8 | 79.5 | 84.3 | 75.4 | 78.8 | 81.2 | 72.8 | 55.7 | 84.4 | 78.3 | 59.3 | 86 | — | — | — | — | — | |
| DAPromptBackbone=ResNet50, CLIP-based=true2024.03 | 74.5 | 54.1 | 84.3 | 84.8 | 74.4 | 83.7 | 85 | 74.5 | 54.6 | 84.8 | 75.2 | 54.7 | 83.8 | — | — | — | — | — | |
| CRPLBackbone=ResNet-502025.06 | 74.4 | 54.7 | 84.1 | 84.6 | 74.3 | 83.2 | 83.7 | 73.7 | 53.4 | 84.6 | 74.5 | 55.5 | 85.5 | — | — | — | — | — | |
| MFSANEvaluation Protocol=Multi-Source, Backbone=ResNet-502022.09 | 74.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | 72.1 | 62 | 80.3 | 81.8 | |
| PGABackbone=ResNet-502025.06 | 73.9 | 53.7 | 83.9 | 85 | 73.2 | 83.9 | 84.6 | 73.2 | 53.8 | 84.1 | 73.5 | 53.1 | 85.3 | — | — | — | — | — | |
| KUDABackbone=ResNet50, CLIP-based=false2024.03 | 73.9 | 58.2 | 80 | 82.9 | 71.1 | 80.3 | 80.7 | 71.3 | 56.8 | 83.2 | 75.5 | 60.3 | 86.6 | — | — | — | — | — | |
| MCC+DCDMProtocol=UDA, Subcategory=Diffusion-based2026.06 | 73.71 | 58.23 | 80.33 | 82.91 | 70.14 | 79.15 | 81.36 | 68.49 | 57.75 | 83.44 | 74.18 | 63.81 | 85.67 | — | — | — | — | — | |
| ELS+DCDMProtocol=UDA, Subcategory=Diffusion-based2026.06 | 73.64 | 60.35 | 78.81 | 82.74 | 69.59 | 80.53 | 79.55 | 65.16 | 58.26 | 83.11 | 75.81 | 64.18 | 85.55 | — | — | — | — | — | |
| Mirror Samples (Ours)Backbone=ResNet-502021.10 | 73.4 | 57.6 | 77.6 | 81.6 | 71.9 | 77.8 | 78.7 | 72 | 56.3 | 82.5 | 77.9 | 61.3 | 85.3 | — | — | — | — | — | |
| Mirror SamplesBackbone=ResNet-502021.10 | 73.4 | 57.6 | 77.6 | 81.6 | 71.9 | 77.8 | 78.7 | 72 | 56.3 | 82.5 | 77.9 | 61.3 | 85.3 | — | — | — | — | — | |
| DAPLBackbone=ResNet-502025.06 | 73.3 | 52.7 | 82.2 | 84.1 | 73.9 | 82 | 83.8 | 73.6 | 54.6 | 84 | 73.3 | 53.4 | 82.5 | — | — | — | — | — | |
| ATDOCBackbone=ResNet50, CLIP-based=false2024.03 | 73.2 | 60.2 | 77.8 | 82.2 | 68.5 | 78.6 | 77.9 | 68.4 | 58.4 | 83.1 | 74.8 | 61.5 | 87.2 | — | — | — | — | — | |
| DCAN+SCDABackbone=ResNet-502022.04 | 73.1 | 60.7 | 76.4 | 82.8 | 69.8 | 77.5 | 78.4 | 68.9 | 59 | 82.7 | 74.9 | 61.8 | 84.5 | — | — | — | — | — | |
| CSTBackbone=ResNet-502021.03 | 73 | 59 | 79.6 | 83.4 | 68.4 | 77.1 | 76.7 | 68.9 | 56.4 | 83 | 75.3 | 62.2 | 85.1 | — | — | — | — | — | |
| CHATTY+MCCBackbone=ResNet-50, Pre-training=ImageNet, Evaluation Protocol=Fine-tuned2023.04 | 73 | 57.8 | 77.5 | 83 | 70.9 | 76.9 | 77.8 | 70.3 | 55.4 | 83.4 | 77.3 | 59.4 | 85.8 | — | — | — | — | — | |
| CSTBackbone=ResNet50, CLIP-based=false2024.03 | 72.9 | 59 | 79.6 | 83.4 | 68.4 | 77.1 | 76.7 | 68.9 | 56.4 | 83 | 75.3 | 62.2 | 85.1 | — | — | — | — | — | |
| MDAIR2019.04 | 72.8 | 55.6 | 80.4 | 81.6 | 70.2 | 80.7 | 80.8 | 71 | 55.6 | 82.5 | 73.5 | 57.7 | 83.9 | — | — | — | — | — | |
| CHATTYBackbone=ResNet-50, Pre-training=ImageNet, Evaluation Protocol=Fine-tuned2023.04 | 72.8 | 57.7 | 77.7 | 82.7 | 70.7 | 75.4 | 77.1 | 71.7 | 55.4 | 83.3 | 77.2 | 59.3 | 85.7 | — | — | — | — | — | |
| DAPLEvaluation Protocol=Source Combined, Backbone=ResNet-50, Implementation=Our implementation2022.09 | 72.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | 72.8 | 51.9 | 82.6 | 83.7 | |
| FixBiBackbone=ResNet-502020.11 | 72.7 | 58.1 | 77.3 | 80.4 | 67.7 | 79.5 | 78.1 | 65.8 | 57.9 | 81.7 | 76.4 | 62.9 | 86.7 | — | — | — | — | — | |
| FixBiBackbone=ResNet-502021.10 | 72.7 | 58.1 | 77.3 | 80.4 | 67.7 | 79.5 | 78.1 | 65.8 | 57.9 | 81.7 | 76.4 | 62.9 | 86.7 | — | — | — | — | — | |
| FixBiBackbone=ResNet-502021.10 | 72.7 | 58.1 | 77.3 | 80.4 | 67.7 | 79.5 | 78.1 | 65.8 | 57.9 | 81.7 | 82.5 | 62.9 | 86.7 | — | — | — | — | — | |
| FixBiBackbone=ResNet2023.03 | 72.7 | 58.1 | 77.3 | 80.4 | 67.7 | 79.5 | 78.1 | 65.8 | 57.9 | 81.7 | 76.4 | 62.9 | 86.7 | — | — | — | — | — | |
| FixbiBackbone=ResNet50, CLIP-based=false2024.03 | 72.7 | 58.1 | 77.3 | 80.4 | 67.7 | 79.5 | 78.1 | 65.8 | 57.9 | 81.7 | 76.4 | 62.9 | 86.7 | — | — | — | — | — | |
| MCC+NWDBackbone=ResNet-502022.04 | 72.6 | 58.1 | 79.6 | 83.7 | 67.7 | 77.9 | 78.7 | 66.8 | 56 | 81.9 | 73.9 | 60.9 | 86.1 | — | — | — | — | — | |
| SDAT+ELSBackbone=ResNet-502023.02 | 72.6 | 58.2 | 79.7 | 82.5 | 67.5 | 77.2 | 77.2 | 64.6 | 57.9 | 82.2 | 75.4 | 63.1 | 85.5 | — | — | — | — | — | |
| DANEvaluation Protocol=Source Combined, Backbone=ResNet-502022.09 | 72.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.5 | 59.4 | 79 | 82.5 | |
| DANNEvaluation Protocol=Source Combined, Backbone=ResNet-502022.09 | 72.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.4 | 59.1 | 79.5 | 82.7 | |
| Simple PromptEvaluation Protocol=Source Combined, Backbone=ResNet-50, Implementation=Our implementation2022.09 | 72.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | 70.7 | 52.9 | 82.9 | 83.9 | |
| MSGDProtocol=UDA2026.06 | 72.4 | 58.7 | 76.9 | 78.9 | 70.1 | 76.2 | 76.6 | 69 | 57.2 | 82.3 | 74.9 | 62.7 | 84.5 | — | — | — | — | — | |
| MSGDBackbone=ResNet50, CLIP-based=false2024.03 | 72.3 | 58.7 | 76.9 | 78.9 | 70.1 | 76.2 | 76.6 | 69 | 57.2 | 82.3 | 74.9 | 62.7 | 84.5 | — | — | — | — | — | |
| MCCProtocol=UDA2026.06 | 72.24 | 56.83 | 79.81 | 82.66 | 67.8 | 77.02 | 77.82 | 66.98 | 55.43 | 81.79 | 73.95 | 61.41 | 85.44 | — | — | — | — | — | |
| SENTRYadaptation=SENTRY2020.12 | 72.2 | 61.8 | 77.4 | 80.1 | 66.3 | 71.6 | 74.7 | 66.8 | 63 | 80.9 | 74 | 66.3 | 84.1 | — | — | — | — | — | |
| SENTRYBackbone=ResNet-502021.03 | 72.2 | 61.8 | 77.4 | 80.1 | 66.3 | 71.6 | 74.7 | 66.8 | 63 | 80.9 | 74 | 66.3 | 84.1 | — | — | — | — | — | |
| SDATBackbone=ResNet-50, Pre-training=ImageNet, Evaluation Protocol=Fine-tuned2023.04 | 72.2 | 58.2 | 77.1 | 82.2 | 66.3 | 77.6 | 76.8 | 63.3 | 57 | 82.2 | 74.9 | 64.7 | 86 | — | — | — | — | — | |
| SDATBackbone=ResNet50, CLIP-based=false2024.03 | 72.2 | 58.2 | 77.1 | 82.2 | 66.3 | 77.6 | 76.8 | 63.3 | 57 | 82.2 | 74.9 | 64.7 | 86 | — | — | — | — | — | |
| D-CORALEvaluation Protocol=Source Combined, Backbone=ResNet-502022.09 | 72.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.1 | 58.6 | 79.5 | 82.7 | |
| SImpAl50Evaluation Protocol=Multi-Source, Backbone=ResNet-502022.09 | 72.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | 70.8 | 56.3 | 80.2 | 81.5 | |
| ATDOC-NAArchitecture Type=CNN-based2024.11 | 72.2 | 58.3 | 78.8 | 82.3 | 69.4 | 78.2 | 78.2 | 67.1 | 56 | 82.7 | 72 | 58.2 | 85.5 | — | — | — | — | — | |
| CLIPBackbone=ResNet-50, zero-shot=true2025.06 | 72 | 51.6 | 81.9 | 82.6 | 71.9 | 81.9 | 82.6 | 71.9 | 51.6 | 82.6 | 71.9 | 51.6 | 81.9 | — | — | — | — | — | |
| HDA+ToAlignBackbone=ResNet-502021.06 | 72 | 57.9 | 76.9 | 80.8 | 66.7 | 75.6 | 77 | 67.8 | 57 | 82.5 | 75.1 | 60 | 84.9 | — | — | — | — | — | |
| SDATProtocol=UDA2026.06 | 71.85 | 58.2 | 77.46 | 81.35 | 66.06 | 76.45 | 76.41 | 63.7 | 56.69 | 82.49 | 76.02 | 62.09 | 85.24 | — | — | — | — | — | |
| ELSProtocol=UDA2026.06 | 71.84 | 57.79 | 77.65 | 81.62 | 66.59 | 76.74 | 76.43 | 62.69 | 56.69 | 82.12 | 75.63 | 62.85 | 85.35 | — | — | — | — | — | |
| SHOTBackbone=ResNet-502021.10 | 71.8 | 57.1 | 78.1 | 81.5 | 68 | 78.2 | 78.1 | 67.4 | 54.9 | 82.2 | 73.3 | 58.8 | 84.3 | — | — | — | — | — | |
| SHOTBackbone=ResNet-502021.10 | 71.8 | 57.1 | 82.2 | 81.5 | 68 | 78.2 | 78.1 | 67.4 | 54.9 | — | 73.3 | 58.8 | 84.3 | — | — | — | — | — |