Image Classification on Office-Home v1.0 (test)
82.13Average AccuracyDINOv2
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DINOv2Category=Baseline (Teacher), Teacher Model=ViT-L2025.03 | 82.13 | 73.95 | 87.07 | 88.5 | 82.53 | 86.84 | 86.21 | 73.55 | 68.29 | 85.61 | 84.51 | 75.58 | 92.95 | |
| SupervisedBackbone=ResNet-502026.03 | 82 | 77.9 | 91.4 | 84.4 | 74.5 | 91.4 | 84.4 | 74.5 | 77.9 | 84.4 | 74.5 | 77.9 | 91.4 | |
| DKD + CustomKDCategory=Prediction KD, Student Model=MobileNetV3, Teacher Model=DINOv2 (ViT-L)2025.03 | 74.63 | 63.6 | 77.95 | 80.17 | 70.7 | 80.63 | 79 | 64.36 | 64.4 | 80.67 | 77.59 | 67.9 | 88.6 | |
| ProCal++Backbone=ResNet-502026.03 | 74.1 | 61 | 82.1 | 82.7 | 69.3 | 81.3 | 80.2 | 68.7 | 58.2 | 82.3 | 74 | 62.7 | 86.1 | |
| ProCalBackbone=ResNet-502026.03 | 73.8 | 61 | 81.7 | 82.5 | 69.3 | 80.9 | 79.9 | 68.6 | 57.5 | 82.2 | 73.7 | 62.3 | 86.1 | |
| Ours+GSDEbackbone=ResNet-50, GSDE=true2023.11 | 73.6 | 57.8 | 80.2 | 81.9 | 71.3 | 78.9 | 80.5 | 67.4 | 57.2 | 84 | 76.1 | 62.5 | 85.7 | |
| UCon-SFDABackbone=ResNet-502026.03 | 73.6 | 61.5 | 80.5 | 82.1 | 69.3 | 80.8 | 78.7 | 67 | 62.2 | 82 | 72.2 | 61.9 | 85.5 | |
| C-SFDABackbone=ResNet-502026.03 | 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 | |
| TPDSBackbone=ResNet-502026.03 | 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 | |
| PFCBackbone=ResNet-502026.03 | 73.5 | 60 | 80.9 | 82.7 | 68.8 | 80 | 79.5 | 68.8 | 58.5 | 83 | 72.9 | 60.9 | 86.1 | |
| iSFDABackbone=ResNet-502026.03 | 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 | |
| DPCBackbone=ResNet-502026.03 | 73.1 | 59.5 | 80.6 | 82.9 | 69.4 | 79.3 | 80.1 | 67.3 | 57.2 | 83.7 | 73.1 | 58.9 | 84.9 | |
| SHOT++Backbone=ResNet-502026.03 | 73 | 57.9 | 79.7 | 82.5 | 68.5 | 79.6 | 79.3 | 68.5 | 57 | 83 | 73.7 | 60.7 | 84.9 | |
| CPDBackbone=ResNet-50, Evaluation Setting=SFUDA, Number of seeds=32025.05 | 73 | 59.1 | 79 | 82.4 | 68.5 | 79.7 | 79.5 | 67.9 | 57.9 | 82.8 | 73.8 | 61.2 | 84.6 | |
| OTScoreBackbone=ResNet-50, Evaluation Setting=SFUDA, Number of seeds=32025.05 | 73 | 58 | 79.6 | 81.5 | 69.6 | 80.2 | 80 | 68.3 | 57.6 | 82.3 | 73.2 | 61.1 | 84.7 | |
| DaCBackbone=ResNet-502026.03 | 72.8 | 59.1 | 79.5 | 81.2 | 69.3 | 78.9 | 79.2 | 67.4 | 56.4 | 82.4 | 74 | 61.4 | 84.4 | |
| FixBibackbone=ResNet-502023.11 | 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 | |
| AaDBackbone=ResNet-502026.03 | 72.7 | 59.3 | 79.3 | 82.1 | 68.9 | 79.8 | 79.5 | 67.2 | 57.4 | 83.1 | 72.1 | 58.5 | 85.4 | |
| Co-learnBackbone=ResNet-502026.03 | 72.7 | 57.7 | 80.4 | 83.3 | 70.1 | 80.1 | 80.6 | 66.6 | 55.5 | 84.1 | 72.1 | 57.6 | 84.3 | |
| NRC+ELRBackbone=ResNet-502026.03 | 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 | |
| ELRBackbone=ResNet-50, Evaluation Setting=SFUDA, Number of seeds=32025.05 | 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-JMDSBackbone=ResNet-502026.03 | 72.5 | 56.9 | 78.4 | 81 | 69.1 | 80 | 79.9 | 67.7 | 57.2 | 82.4 | 72.8 | 60.5 | 84.5 | |
| CoWABackbone=ResNet-50, Evaluation Setting=SFUDA, Number of seeds=32025.05 | 72.5 | 56.9 | 78.4 | 81 | 69.1 | 80 | 79.9 | 67.7 | 57.2 | 82.4 | 72.8 | 60.5 | 84.5 | |
| Sentrybackbone=ResNet-502023.11 | 72.2 | 61.8 | 77.4 | 80.1 | 66.3 | 71.6 | 74.7 | 66.8 | 63 | 80.9 | 74 | 66.3 | 84.1 | |
| NRCBackbone=ResNet-502026.03 | 72.2 | 57.7 | 80.3 | 82 | 68.1 | 79.8 | 78.6 | 65.3 | 56.4 | 83 | 74 | 58.6 | 85.6 | |
| NRCBackbone=ResNet-50, Evaluation Setting=SFUDA, Number of seeds=32025.05 | 72.2 | 57.7 | 80.3 | 82 | 68.1 | 79.8 | 78.6 | 65.3 | 56.4 | 83 | 71 | 58.6 | 85.6 | |
| PSBackbone=ResNet-50, Evaluation Setting=SFUDA, Number of seeds=32025.05 | 72.1 | 57.8 | 77.3 | 81.2 | 68.4 | 76.9 | 78.1 | 67.8 | 57.3 | 82.1 | 75.2 | 59.1 | 83.4 | |
| MJEbackbone=ResNet-502023.11 | 72 | 60.3 | 77.8 | 81 | 66 | 74.4 | 74.5 | 66.7 | 59.3 | 81.8 | 74.2 | 62.7 | 84.9 | |
| SHOTBackbone=ResNet-502026.03 | 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-50, Evaluation Setting=SFUDA, Number of seeds=32025.05 | 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 | |
| BAITBackbone=ResNet-50, Evaluation Setting=SFUDA, Number of seeds=32025.05 | 71.6 | 57.4 | 77.5 | 82.4 | 68 | 77.2 | 75.1 | 67.1 | 55.5 | 81.9 | 73.9 | 59.5 | 84.2 | |
| BIWAA-Ibackbone=ResNet-502023.11 | 71.5 | 56.3 | 78.4 | 81.2 | 68 | 74.5 | 75.7 | 67.9 | 56.1 | 81.2 | 75.2 | 60.1 | 83.8 | |
| SRDCbackbone=ResNet-502023.11 | 71.3 | 52.3 | 76.3 | 81 | 69.5 | 76.2 | 78 | 68.7 | 53.8 | 81.7 | 76.3 | 57.1 | 85 | |
| Ours (Base Network)backbone=ResNet-50, GSDE=false2023.11 | 71.3 | 54.8 | 76.7 | 80.9 | 68 | 76.3 | 77 | 66 | 55.1 | 81.9 | 75.7 | 59.7 | 83.8 | |
| G-SFDABackbone=ResNet-502026.03 | 71.3 | 57.9 | 78.6 | 81 | 66.7 | 77.2 | 77.2 | 65.6 | 56 | 82.2 | 72 | 57.8 | 83.4 | |
| DCANbackbone=ResNet-502023.11 | 70.5 | 54.5 | 75.7 | 81.2 | 67.4 | 74 | 76.3 | 67.4 | 52.7 | 80.6 | 74.1 | 59.1 | 83.5 | |
| GVB-GDbackbone=ResNet-502023.11 | 70.4 | 57 | 74.7 | 79.8 | 64.6 | 74.1 | 74.6 | 65.2 | 55.1 | 81 | 74.6 | 59.7 | 84.3 | |
| LogitsCategory=Prediction KD, Student Model=MobileNetV3, Teacher Model=DINOv2 (ViT-L)2025.03 | 69.52 | 58.47 | 73.06 | 76.68 | 64.24 | 75.74 | 73.15 | 56.7 | 58.79 | 73.93 | 73.38 | 64.15 | 85.9 | |
| DKDCategory=Prediction KD, Student Model=MobileNetV3, Teacher Model=DINOv2 (ViT-L)2025.03 | 69.48 | 60.27 | 72.47 | 76.91 | 63.25 | 75.74 | 72.32 | 55.62 | 57.89 | 74.71 | 73.96 | 64.63 | 85.94 | |
| CustomKDCategory=Feature KD, Student Model=MobileNetV3, Teacher Model=DINOv2 (ViT-L)2025.03 | 69.36 | 58.65 | 72.65 | 74.57 | 62.67 | 76.08 | 74.04 | 57.97 | 56.72 | 78.08 | 71.61 | 63.83 | 85.45 | |
| DATUMBackbone=ResNet-50, Evaluation Setting=SFUDA, Number of seeds=32025.05 | 69.2 | 55.3 | 76.8 | 79.3 | 65.1 | 77.7 | 78.6 | 62.4 | 52.1 | 79.7 | 66.6 | 55.9 | 80.5 | |
| FitNetCategory=Feature KD, Student Model=MobileNetV3, Teacher Model=DINOv2 (ViT-L)2025.03 | 65.81 | 55.05 | 69.36 | 72.92 | 55.42 | 68.19 | 70.12 | 50.35 | 55.92 | 76.36 | 68.52 | 63.51 | 83.98 | |
| CDAN+Ebackbone=ResNet-502023.11 | 65.8 | 50.7 | 70.6 | 76 | 57.6 | 70 | 70 | 57.4 | 50.9 | 77.3 | 70.9 | 56.7 | 81.6 | |
| MSTNbackbone=ResNet-502023.11 | 65.7 | 49.8 | 70.3 | 76.3 | 60.4 | 68.5 | 69.6 | 61.4 | 48.9 | 75.7 | 70.9 | 55 | 81.1 | |
| Soft TargetCategory=Prediction KD, Student Model=MobileNetV3, Teacher Model=DINOv2 (ViT-L)2025.03 | 60.75 | 53.33 | 63.08 | 69.57 | 50.6 | 64.9 | 62.52 | 44.75 | 49.67 | 67.11 | 63.33 | 59.61 | 80.47 | |
| SourceBackbone=ResNet-502026.03 | 60.2 | 44.6 | 67.3 | 74.8 | 52.7 | 62.7 | 64.8 | 53 | 40.6 | 73.2 | 65.3 | 45.4 | 78 | |
| StyleMatch + UPCSCBackbone=ResNet18, Labels per class=102025.03 | 59.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| StyleMatchBackbone=ResNet18, Labels per class=102025.03 | 59.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FreeMatch + UPCSCBackbone=ResNet18, Labels per class=102025.03 | 59.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FixMatch + UPCSCBackbone=ResNet18, Labels per class=102025.03 | 58.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FreeMatchBackbone=ResNet18, Labels per class=102025.03 | 57.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| FixMatchBackbone=ResNet18, Labels per class=102025.03 | 57.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MeanTeacherBackbone=ResNet18, Labels per class=102025.03 | 56.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RKDCategory=Feature KD, Student Model=MobileNetV3, Teacher Model=DINOv2 (ViT-L)2025.03 | 54.97 | 44.51 | 58.3 | 63.99 | 40.34 | 59.52 | 57.22 | 37.37 | 46.46 | 64.59 | 56.94 | 54 | 76.41 | |
| ERMBackbone=ResNet18, Labels per class=102025.03 | 54.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CCCategory=Feature KD, Student Model=MobileNetV3, Teacher Model=DINOv2 (ViT-L)2025.03 | 48.8 | 36.04 | 50.82 | 60.73 | 37.29 | 52.26 | 52.9 | 33.66 | 36.4 | 59.95 | 51.3 | 43.39 | 70.85 | |
| DSANCategory=UDA, Student Model=MobileNetV3, Teacher Model=DINOv2 (ViT-L)2025.03 | 47.52 | 37.73 | 47.08 | 58.94 | 34.98 | 48.93 | 50.75 | 33.75 | 37.27 | 58.73 | 50.14 | 44.08 | 67.9 | |
| MobileNetV3Category=Baseline (Student), Student Model=MobileNetV32025.03 | 46.39 | 37.57 | 46.74 | 58.39 | 33.79 | 48.5 | 48.73 | 49.03 | 32.92 | 35.12 | 56.69 | 42.36 | 66.84 | |
| DANNCategory=UDA, Student Model=MobileNetV3, Teacher Model=DINOv2 (ViT-L)2025.03 | 46.11 | 36.54 | 45.69 | 58.34 | 33.75 | 47.67 | 49.19 | 32.01 | 35.21 | 56.32 | 48.54 | 43.14 | 66.86 | |
| ResNet-50backbone=ResNet-502023.11 | 46.1 | 34.9 | 50 | 58 | 37.4 | 41.9 | 46.2 | 38.5 | 31.2 | 60.4 | 53.9 | 41.2 | 59.9 | |
| Deep CoralCategory=UDA, Student Model=MobileNetV3, Teacher Model=DINOv2 (ViT-L)2025.03 | 44.4 | 34.16 | 44.04 | 54.49 | 31.6 | 46.79 | 48.18 | 31.69 | 35.19 | 55.36 | 46.64 | 40.64 | 64.02 | |
| DANCategory=UDA, Student Model=MobileNetV3, Teacher Model=DINOv2 (ViT-L)2025.03 | 44.39 | 33.68 | 43.34 | 54.62 | 31.81 | 46.86 | 48.22 | 31.69 | 35.21 | 55.27 | 47.01 | 40.76 | 64.16 |