Domain Adaptation on Office-Home (test)
90.2Mean AccuracyRCL-ViT
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RCL-ViTsource-free=true, uses CLIP=false, ViT backbone=true2024.05 | 90.2 | 83.1 | 95.7 | 93.1 | 89.2 | 95.3 | 92.6 | 89.2 | 82.3 | 92.9 | 90 | 83.2 | 95.5 | |
| RCL-ViTsource-free=true, CLIP=false, ViT backbone=true, backbone=ViT2024.05 | 90.2 | 83.1 | 95.7 | 93.1 | 89.2 | 95.3 | 92.6 | 89.2 | 82.3 | 92.9 | 90 | 83.2 | 95.5 | |
| RCLsource-free=true, uses CLIP=false, ViT backbone=false2024.05 | 90 | 82.5 | 95.3 | 93.3 | 89.1 | 95.3 | 92.7 | 89.3 | 82.4 | 92.8 | 89.4 | 82.1 | 95.4 | |
| RCLsource-free=true, CLIP=false, ViT backbone=false, backbone=ResNet-502024.05 | 90 | 82.5 | 95.3 | 93.3 | 89.1 | 95.3 | 92.7 | 89.3 | 82.4 | 92.8 | 89.4 | 82.1 | 95.4 | |
| TASC2025.06 | 89.44 | 86.26 | 89.69 | 91.09 | 89.79 | 88.5 | 93.11 | 88.65 | 85.5 | 91.91 | 90.12 | 86.79 | 91.9 | |
| PGABackbone=ViT-L/142024.06 | 89.4 | 79 | 95.1 | 94.3 | 88.9 | 95.1 | 94.2 | 88.9 | 78.8 | 94.2 | 88.9 | 79 | 95.3 | |
| DAPLBackbone=ViT-L/142024.06 | 88.7 | 77.3 | 94.6 | 94.3 | 88.6 | 94.6 | 94 | 88.8 | 76.8 | 94 | 89 | 77.8 | 94.4 | |
| LLaVA-34B (w/ STS)source-free=true, CLIP=true, ViT backbone=true, zero-shot=true, w/ STS=true2024.05 | 87.2 | 78.3 | 93.7 | 89.5 | 87 | 93.7 | 89.5 | 87 | 78.3 | 89.5 | 87 | 78.3 | 93.7 | |
| CLIPBackbone=ViT-L/14, Protocol=zero-shot2024.06 | 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 | |
| UniOTre-implemented=true2025.06 | 86.29 | 83.08 | 87.72 | 90.76 | 83.34 | 86.72 | 89.72 | 81.91 | 83.44 | 91.15 | 82.76 | 83.61 | 91.31 | |
| InstBLIP-XXL (w/ STS)source-free=true, CLIP=true, ViT backbone=true, zero-shot=true, w/ STS=true2024.05 | 86.2 | 82 | 91.6 | 88.8 | 82.2 | 91.6 | 88.8 | 82.2 | 82 | 88.8 | 82.2 | 82 | 91.6 | |
| PGABackbone=ViT-B/162024.06 | 85.1 | 71.8 | 91.5 | 91 | 84.8 | 91.6 | 90.9 | 84.9 | 71.5 | 91.1 | 85.9 | 72.1 | 92.4 | |
| OVANetre-implemented=true2025.06 | 85.03 | 79.05 | 84.75 | 85.69 | 85.76 | 89.93 | 88.24 | 86.14 | 80.06 | 90.09 | 85.58 | 80.39 | 84.64 | |
| IVLPBackbone=ViT-B/162024.06 | 84.2 | 71.4 | 91.7 | 90.8 | 83.6 | 90.2 | 89.3 | 82.2 | 72.4 | 90.4 | 84.1 | 72.1 | 92 | |
| MaPLeBackbone=ViT-B/162024.06 | 84.2 | 72.2 | 91.6 | 90.3 | 82.6 | 90.9 | 89.8 | 82.4 | 71.6 | 90 | 85.1 | 72 | 92.1 | |
| CoCoOpBackbone=ViT-B/162024.06 | 84.1 | 70.4 | 91.4 | 90.4 | 83.5 | 91.8 | 90.3 | 83.4 | 70.9 | 91 | 83.4 | 71.6 | 91.7 | |
| DAPLBackbone=ViT-B/162024.06 | 84 | 70.6 | 90.2 | 91 | 84.9 | 89.2 | 90.9 | 84.8 | 70.5 | 90.6 | 84.8 | 70.1 | 90.8 | |
| CoOpBackbone=ViT-B/162024.06 | 83.9 | 70 | 90.8 | 90.9 | 83.2 | 90.9 | 89.2 | 82 | 71.8 | 90.5 | 83.8 | 71.5 | 92 | |
| VPT-deepBackbone=ViT-B/162024.06 | 83.9 | 71.6 | 89.9 | 90.3 | 82.8 | 91 | 89.7 | 82 | 71.5 | 90.3 | 84.6 | 71.7 | 91.6 | |
| DANCEre-implemented=true2025.06 | 83.85 | 78.18 | 81.66 | 82.23 | 86.03 | 89.42 | 81.48 | 89.41 | 83.16 | 86.58 | 87.27 | 81.08 | 79.75 | |
| PSAT-GDAsource-free=true, CLIP=true, ViT backbone=false2024.05 | 83.6 | 73.1 | 88.1 | 89.2 | 82.1 | 88.8 | 88.9 | 83 | 72 | 89.6 | 83.3 | 73.7 | 91.3 | |
| TVTBackbone=ViT-B/162024.06 | 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 | |
| DIFO-C-B32source-free=true, CLIP=true, ViT backbone=true, backbone=ViT-B/322024.05 | 83.1 | 70.6 | 90.6 | 88.8 | 82.5 | 90.6 | 88.8 | 80.9 | 70.1 | 88.9 | 83.4 | 70.5 | 91.2 | |
| CLIPBackbone=ViT-B/16, Protocol=zero-shot2024.06 | 82.4 | 67.8 | 89 | 89.8 | 82.9 | 89 | 89.8 | 82.9 | 67.8 | 89.8 | 82.9 | 67.8 | 89 | |
| VPT-shallowBackbone=ViT-B/162024.06 | 81.7 | 66.9 | 89.1 | 89.1 | 81.7 | 89 | 89.2 | 81.6 | 70 | 89.1 | 81.7 | 66.9 | 89 | |
| SfMamba-SModel=VMamba-S, Parameters (M)=58.9, FLOPs (G)=9.2, Throughput (images/s)=502.8, Resolution=224x224, Batch size (Throughput)=16, Batch size (FLOPs)=1, GPU=NVIDIA A1002026.01 | 81.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SfMamba-SSF=✓, Backbone=Mamba-Small, Architecture=Mamba2026.01 | 81.7 | 71.2 | 84.5 | 88.4 | 81.7 | 85.9 | 88 | 79 | 69.3 | 88.5 | 81.1 | 72.1 | 90.7 | |
| DATMambaModel=Mamba, Parameters (M)=97.6, FLOPs (G)=15, Resolution=224x224, Batch size (Throughput)=16, Batch size (FLOPs)=1, GPU=NVIDIA A1002026.01 | 80.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DATMambaSF=✓, Architecture=Mamba2026.01 | 80.9 | 67.1 | 86.3 | 87.8 | 81.7 | 87.3 | 85.4 | 80.2 | 66.3 | 87.1 | 83.2 | 67.6 | 90.5 | |
| C-SFTransSF=✓, Backbone=DeiT-B, Architecture=ViT2026.01 | 80.6 | 70.3 | 83.9 | 87.3 | 80.2 | 86.9 | 86.1 | 78.9 | 65 | 87.7 | 82.6 | 67.9 | 90.2 | |
| CDTrans*Backbone=DeiT2024.06 | 80.5 | 68.8 | 85 | 86.9 | 81.5 | 87.1 | 87.3 | 79.6 | 63.3 | 88.2 | 82 | 66 | 90.6 | |
| CDTransModel=DeiT-B, Parameters (M)=86.6, FLOPs (G)=17.6, Throughput (images/s)=399.5, Resolution=224x224, Batch size (Throughput)=16, Batch size (FLOPs)=1, GPU=NVIDIA A1002026.01 | 80.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDTrans-BSF=✗, Backbone=DeiT-B, Architecture=ViT2026.01 | 80.5 | 68.8 | 85 | 86.9 | 81.5 | 87.1 | 87.3 | 79.6 | 63.3 | 88.2 | 82 | 66 | 90.6 | |
| DSiT-BSF=✓, Backbone=DeiT-B, Architecture=ViT2026.01 | 80.5 | 69.2 | 83.5 | 87.3 | 80.7 | 86.1 | 86.2 | 77.9 | 67.9 | 86.6 | 82.4 | 68.3 | 89.8 | |
| ShrGPT4V-13B (w/ STS)source-free=true, CLIP=true, ViT backbone=true, zero-shot=true, w/ STS=true2024.05 | 80.1 | 66.7 | 85.8 | 84.8 | 83.2 | 85.8 | 84.8 | 83.2 | 66.7 | 84.8 | 83.2 | 66.7 | 85.8 | |
| DIFO-C-RNsource-free=true, CLIP=true, ViT backbone=false, backbone=ResNet2024.05 | 79.4 | 62.6 | 87.5 | 87.1 | 79.5 | 87.9 | 87.4 | 78.3 | 63.4 | 88.1 | 80 | 63.3 | 87.7 | |
| SfMamba-TModel=VMamba-T, Parameters (M)=39, FLOPs (G)=5.4, Throughput (images/s)=700.9, Resolution=224x224, Batch size (Throughput)=16, Batch size (FLOPs)=1, GPU=NVIDIA A1002026.01 | 79.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SfMamba-TSF=✓, Backbone=Mamba-Tiny, Architecture=Mamba2026.01 | 79.2 | 67.5 | 80.9 | 87.4 | 77.6 | 83.4 | 86.4 | 76.2 | 66.1 | 86.9 | 78.7 | 69.6 | 89.8 | |
| SHOT-S†SF=✓, Backbone=Small-Mamba-variant, Architecture=Mamba, Note=Official code reproduction2026.01 | 79.1 | 67.3 | 81.5 | 85.6 | 79.9 | 85.3 | 83.8 | 76.1 | 66.4 | 85.3 | 80.1 | 69 | 88.7 | |
| SHOT-BSF=✓, Backbone=DeiT-B, Architecture=ViT2026.01 | 78.1 | 67.1 | 83.5 | 85.5 | 76.6 | 83.4 | 83.7 | 76.3 | 65.3 | 85.3 | 80.4 | 66.7 | 83.4 | |
| PADCLIP-RNsource-free=false, CLIP=true, ViT backbone=false, backbone=ResNet2024.05 | 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 | |
| UniOT2022.10 | 76.57 | 67.27 | 80.54 | 86.03 | 73.51 | 77.33 | 84.28 | 75.54 | 63.33 | 85.99 | 77.77 | 65.37 | 81.92 | |
| SHOT-T†SF=✓, Backbone=Tiny-Mamba-variant, Architecture=Mamba, Note=Official code reproduction2026.01 | 76.3 | 64.9 | 80.1 | 83.6 | 75.4 | 81.4 | 81.3 | 71.7 | 60.7 | 84.9 | 77.4 | 66.1 | 87.7 | |
| SOre-implemented=true2025.06 | 76.18 | 67.44 | 70.87 | 74.04 | 83.52 | 78.3 | 81.15 | 82.99 | 76.56 | 79.58 | 78.52 | 72.7 | 68.5 | |
| ADCLIP-RNsource-free=false, CLIP=true, ViT backbone=false, backbone=ResNet2024.05 | 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 | |
| Source-SSF=✓, Backbone=SfMamba-Small-backbone, Architecture=Mamba2026.01 | 75.3 | 62.9 | 79.5 | 84.7 | 74.4 | 80.2 | 81.2 | 71.9 | 56.9 | 84.4 | 78.4 | 61.9 | 86.6 | |
| DeiT-BSF=✓, Backbone=DeiT-B, Architecture=ViT2026.01 | 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 | |
| TNT2022.10 | 74.7 | 61.9 | 74.6 | 80.2 | 73.5 | 71.4 | 79.6 | 74.2 | 69.5 | 82.7 | 77.3 | 70.1 | 81.2 | |
| CDTrans-SSF=✗, Backbone=DeiT-S, Architecture=ViT2026.01 | 74.7 | 60.6 | 79.5 | 82.4 | 75.6 | 81 | 82.3 | 72.5 | 56.7 | 84.4 | 77 | 59.1 | 85.5 | |
| DAPL-RNsource-free=false, uses CLIP=true, ViT backbone=false2024.05 | 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 | |
| DAPLSF=✗, Backbone=ResNet50, Architecture=CNN2026.01 | 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 | |
| RGVSF=✓, Backbone=ResNet50, Architecture=CNN2026.01 | 74.1 | 61.2 | 80.9 | 82.7 | 69.3 | 81.2 | 81.4 | 68.1 | 58.8 | 83.4 | 74.6 | 62.4 | 85.7 | |
| DPLSF=✓, Backbone=ResNet50, Architecture=CNN2026.01 | 74 | 60.9 | 80.8 | 82.3 | 69.9 | 79.5 | 80 | 70 | 57 | 82.7 | 75.7 | 63 | 86 | |
| C-SFDAsource-free=true, CLIP=false, ViT backbone=false2024.05 | 73.5 | 60.3 | 80.2 | 82.9 | 69.3 | 80.1 | 78.8 | 67.3 | 58.1 | 83.4 | 73.6 | 61.3 | 86.3 | |
| C-SFDASF=✓, Backbone=ResNet50, Architecture=CNN2026.01 | 73.5 | 60.3 | 80.2 | 82.9 | 69.3 | 80.1 | 78.8 | 67.3 | 58.1 | 83.4 | 73.6 | 61.3 | 86.3 | |
| TPDSSF=✓, Backbone=ResNet50, Architecture=CNN2026.01 | 73.5 | 59.3 | 80.3 | 82.1 | 70.6 | 79.4 | 80.9 | 69.8 | 56.8 | 82.1 | 74.5 | 61.2 | 85.3 | |
| I-SFDASF=✓, Backbone=ResNet50, Architecture=CNN2026.01 | 73.4 | 60.7 | 78.9 | 82 | 69.9 | 79.5 | 79.7 | 67.1 | 58.8 | 82.3 | 74.2 | 61.3 | 86.4 | |
| SHOT+DPCSF=✓, Backbone=ResNet50, Architecture=CNN2026.01 | 73.2 | 59.2 | 79.8 | 82.6 | 68.9 | 79.7 | 79.5 | 68.6 | 56.5 | 82.9 | 73.9 | 61.2 | 85.4 | |
| UPASF=✓, Backbone=ResNet50, Architecture=CNN2026.01 | 73 | 57.3 | 79.5 | 82.4 | 68.2 | 81 | 80.2 | 69.3 | 55.4 | 82.3 | 75.3 | 59.2 | 85.5 | |
| TPWASF=✓, Backbone=ResNet50, Architecture=CNN2026.01 | 73 | 58.8 | 80.3 | 82.4 | 69.5 | 80.6 | 78.8 | 68.4 | 55.8 | 82 | 74.7 | 59.2 | 85.5 | |
| NAMISF=✓, Backbone=ResNet50, Architecture=CNN2026.01 | 72.9 | 58.3 | 80.9 | 82.9 | 68.5 | 80.5 | 79.6 | 66 | 57 | 83.7 | 71.9 | 59.9 | 85 | |
| Variational Model PerturbationBackbone=ResNet-50, Setting=Source-free2022.10 | 72.8 | 57.9 | 77.6 | 82.5 | 68.6 | 79.4 | 80.6 | 68.4 | 55.6 | 83.1 | 75.2 | 59.6 | 84.7 | |
| ELRsource-free=false, CLIP=false, ViT backbone=false2024.05 | 72.6 | 58.4 | 78.7 | 81.5 | 69.2 | 79.5 | 79.3 | 66.3 | 58 | 82.6 | 73.4 | 59.8 | 85.1 | |
| CoWA-JMDSSF=✓, Backbone=ResNet50, Architecture=CNN2026.01 | 72.5 | 56.9 | 78.4 | 81 | 69.1 | 80 | 79.9 | 67.7 | 57.2 | 82.4 | 72.8 | 60.5 | 84.5 | |
| CLIP-RNsource-free=true, uses CLIP=true, ViT backbone=false, zero-shot=true2024.05 | 72.4 | 51.7 | 85 | 83.7 | 69.3 | 85 | 83.7 | 69.3 | 51.7 | 83.7 | 69.3 | 51.7 | 85 | |
| CLIP-RNsource-free=true, CLIP=false, ViT backbone=false, zero-shot=true, backbone=ResNet2024.05 | 72.4 | 51.7 | 85 | 83.7 | 69.3 | 85 | 83.7 | 69.3 | 51.7 | 83.7 | 69.3 | 51.7 | 85 | |
| CLIPBackbone=ViT-B/16, Protocol=linear probe2024.06 | 72.4 | 60.1 | 73.7 | 80.9 | 66.4 | 76.4 | 76.3 | 63.4 | 61 | 82.3 | 74.7 | 64.8 | 83.3 | |
| Source-TSF=✓, Backbone=SfMamba-Tiny-backbone, Architecture=Mamba2026.01 | 72.3 | 59 | 76.8 | 83 | 69.8 | 76.5 | 78.2 | 68.9 | 54.6 | 82.4 | 74.8 | 58.3 | 85.4 | |
| NRCSF=✓, Backbone=ResNet50, Architecture=CNN2026.01 | 72.2 | 57.7 | 80.3 | 82 | 68.1 | 79.8 | 78.6 | 65.3 | 56.4 | 83 | 71 | 58.6 | 85.6 | |
| SHOTsource-free=true, uses CLIP=false, ViT backbone=false2024.05 | 71.9 | 56.7 | 77.9 | 80.6 | 68 | 78 | 79.4 | 67.9 | 54.5 | 82.3 | 74.2 | 58.6 | 84.5 | |
| SHOTBackbone=ResNet-50, Setting=Source-free2022.10 | 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 | |
| SHOTSF=✓, Backbone=ResNet50, Architecture=CNN2026.01 | 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 | |
| UniOT2022.10 | 70.84 | 60.11 | 78.72 | 79.53 | 65.83 | 75.32 | 76.83 | 68.21 | 56.83 | 80.55 | 69.62 | 58.74 | 79.84 | |
| GLCBackbone=ResNet-50, SF=true, OPDA=true, OSDA=true, PDA=true, CLDA=true, Learning Rate=1e-3, p=0.752023.03 | 70.4 | 51.2 | 76 | 79.9 | 65.4 | 78.6 | 78.7 | 65.6 | 54.1 | 81.6 | 70.9 | 58.4 | 84.2 | |
| DCC2022.10 | 70.18 | 57.97 | 54.05 | 58.01 | 74.64 | 70.62 | 77.52 | 64.34 | 73.6 | 74.94 | 80.96 | 75.12 | 80.38 | |
| DeiT-SSF=✓, Backbone=DeiT-S, Architecture=ViT2026.01 | 69.8 | 55.6 | 73 | 79.4 | 70.6 | 72.9 | 76.3 | 67.5 | 51 | 81 | 74.5 | 53.2 | 82.7 | |
| DANCEBackbone=ResNet-50, SF=false, OPDA=true, OSDA=true, PDA=true, CLDA=true2023.03 | 69.1 | 54.3 | 75.9 | 78.4 | 64.8 | 72.1 | 73.4 | 63.2 | 53 | 79.4 | 73 | 58.2 | 82.9 | |
| BDGBackbone=ResNet-50, Setting=Source-use2022.10 | 68.7 | 51.5 | 73.4 | 78.7 | 65.3 | 71.5 | 73.7 | 65.1 | 49.7 | 81.1 | 74.6 | 55.1 | 84.8 | |
| MDDBackbone=ResNet-50, Setting=Source-use2022.10 | 68.1 | 54.9 | 73.7 | 77.8 | 60 | 71.4 | 71.8 | 61.2 | 53.6 | 78.1 | 72.5 | 60.2 | 82.3 | |
| MDDBackbone=ResNet-50, SF=false, OPDA=false, OSDA=false, PDA=false, CLDA=true2023.03 | 68.1 | 54.9 | 73.7 | 77.8 | 60 | 71.4 | 71.8 | 61.2 | 53.6 | 78.1 | 72.5 | 60.2 | 82.3 | |
| BNMBackbone=ResNet-50, Setting=Source-use2022.10 | 67.9 | 52.3 | 73.9 | 80 | 63.3 | 72.9 | 74.9 | 61.7 | 49.5 | 79.7 | 70.5 | 53.6 | 82.2 | |
| SAFNBackbone=ResNet-50, Setting=Source-use2022.10 | 67.3 | 52 | 71.7 | 76.3 | 64.2 | 69.9 | 71.9 | 63.7 | 51.4 | 77.1 | 70.9 | 57.1 | 81.5 | |
| PLUEsource-free=true, CLIP=false, ViT backbone=false2024.05 | 66.9 | 49.1 | 73.5 | 78.2 | 62.9 | 73.5 | 74.5 | 62.2 | 48.3 | 78.6 | 68.6 | 51.8 | 81.5 | |
| CDAN+EBackbone=ResNet-50, Setting=Source-use2022.10 | 65.8 | 50.7 | 70.6 | 76 | 57.6 | 70 | 70 | 57.4 | 50.9 | 77.3 | 70.9 | 56.7 | 81.6 | |
| MCDBackbone=ResNet-50, Setting=Source-use2022.10 | 64.1 | 48.9 | 68.3 | 74.6 | 61.3 | 67.6 | 68.8 | 57 | 47.1 | 75.1 | 69.1 | 52.2 | 79.6 | |
| CDANBackbone=ResNet-50, SF=false, OPDA=false, OSDA=false, PDA=false, CLDA=true2023.03 | 63.8 | 49 | 69.3 | 74.5 | 54.4 | 66 | 68.4 | 55.6 | 48.3 | 75.9 | 68.4 | 55.4 | 80.5 | |
| UMADBackbone=ResNet-50, SF=true, OPDA=true, OSDA=true, PDA=true, CLDA=false2023.03 | 63.1 | 48 | 65.1 | 73 | 58.6 | 65.3 | 67.9 | 58.2 | 47.3 | 74 | 69.4 | 53 | 77.8 | |
| DCC2022.10 | 62.33 | 55.64 | 78.21 | 78.18 | 44.64 | 33.77 | 65.1 | 63.17 | 53.58 | 80.09 | 61.66 | 69.96 | 63.77 | |
| CMU2022.10 | 61.6 | 56.02 | 56.93 | 59.15 | 66.95 | 64.27 | 67.82 | 54.72 | 51.09 | 66.39 | 68.24 | 57.89 | 69.73 | |
| CMUBackbone=ResNet-50, SF=false, OPDA=true, OSDA=true, PDA=true, CLDA=false2023.03 | 61.2 | 42.8 | 65.6 | 74.3 | 58.1 | 63.1 | 67.4 | 54.2 | 41.2 | 73.8 | 66.9 | 48 | 78.7 | |
| Source-onlyBackbone=ResNet-50, SF=true2023.03 | 60.5 | 44.8 | 67.4 | 74.2 | 53 | 63.3 | 65.1 | 53.7 | 40.5 | 73.5 | 65.6 | 46.3 | 78.3 | |
| Source onlyBackbone=ResNet-50, Setting=Source-free2022.10 | 60.2 | 44.6 | 67.3 | 74.8 | 52.7 | 62.7 | 64.8 | 53 | 40.6 | 73.2 | 65.3 | 45.4 | 78 | |
| ResNetSF=✓, Backbone=ResNet50, Architecture=CNN2026.01 | 59.6 | 44 | 65.9 | 74 | 52.1 | 61 | 65.4 | 52.2 | 40.9 | 72.9 | 64.1 | 45.3 | 77.9 | |
| UANBackbone=ResNet-50, SF=false, OPDA=true, OSDA=true, PDA=true, CLDA=false2023.03 | 58.7 | 45 | 63.6 | 71.2 | 51.4 | 58.2 | 63.2 | 52.6 | 40.9 | 71 | 63.3 | 48.2 | 75.4 | |
| DANNBackbone=ResNet-50, Setting=Source-use2022.10 | 57.6 | 45.6 | 59.3 | 70.1 | 47 | 58.5 | 60.9 | 46.1 | 43.7 | 68.5 | 63.2 | 51.8 | 76.8 | |
| Sourcesource-free=false, uses CLIP=false, ViT backbone=false2024.05 | 56.7 | 44.7 | 64.2 | 69.4 | 48.3 | 57.9 | 60.3 | 49.5 | 40.3 | 67.2 | 59.7 | 45.6 | 73 | |
| Sourcesource-free=false, CLIP=false, ViT backbone=false2024.05 | 56.7 | 44.7 | 64.2 | 69.4 | 48.3 | 57.9 | 60.3 | 49.5 | 40.3 | 67.2 | 59.7 | 45.6 | 73 | |
| UAN2022.10 | 56.58 | 51.64 | 51.7 | 54.3 | 61.74 | 57.63 | 61.86 | 50.38 | 47.62 | 61.46 | 62.87 | 52.61 | 65.19 | |
| DANBackbone=ResNet-50, Setting=Source-use2022.10 | 56.3 | 43.6 | 57 | 67.9 | 45.8 | 56.5 | 60.4 | 44 | 43.6 | 67.7 | 63.1 | 51.5 | 74.3 | |
| DCCBackbone=ResNet-50, SF=false, OPDA=true, OSDA=true, PDA=true, CLDA=true2023.03 | 55.1 | 35.4 | 61.4 | 75.2 | 45.7 | 59.1 | 62.7 | 43.9 | 30.9 | 70.2 | 57.8 | 41 | 77.9 |