Image Classification on DomainNet (Domain Transfer)
78.08Average AccuracyFedSCAl
Evaluation results
| Method | Links | ||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FedSCAlInitial Server Model Pre-training=Real2025.12 | 78.08 | 81.74 | 92.33 | — | — | — | 86.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 76.84 | 53.45 | |
| FedMOONInitial Server Model Pre-training=Real2025.12 | 71.73 | 76.73 | 90.24 | — | — | — | 79.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 58.71 | 53.35 | |
| FedLoAInitial Server Model Pre-training=Real2025.12 | 70.15 | 72.58 | 86.09 | — | — | — | 76.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 70.43 | 45.57 | |
| FedWCAInitial Server Model Pre-training=Real2025.12 | 69.62 | 72.51 | 87.63 | — | — | — | 74.83 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.51 | 48.63 | |
| C-SFDASF (Source-Free)=true, Backbone=ResNet-50, Online adaptation=false2023.03 | 69 | 70.8 | 71.1 | 68.5 | 62.1 | 67.4 | 62.7 | 80.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DaCSF=true, Backbone=ResNet-342022.11 | 68.3 | 70 | 68.8 | 70.9 | 62.4 | 66.8 | 60.3 | 78.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AdaConSF (Source-Free)=true, Backbone=ResNet-50, Online adaptation=false2023.03 | 67.8 | 70.2 | 69.8 | 68.6 | 58 | 65.9 | 61.5 | 80.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LoAInitial Server Model Pre-training=Real2025.12 | 67.23 | 70.46 | 85.87 | — | — | — | 73.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 59.43 | 46.51 | |
| SHOTSF (Source-Free)=true, Backbone=ResNet-502023.03 | 67.1 | 67.7 | 68.4 | 66.9 | 60.1 | 66.1 | 59.9 | 80.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FedProxInitial Server Model Pre-training=Real2025.12 | 66.51 | 71.79 | 86.75 | — | — | — | 73.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 51.97 | 48.55 | |
| MMESF=false, Backbone=ResNet-342022.11 | 66.4 | 70 | 67.7 | 69 | 56.3 | 64.8 | 61 | 76.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DINOv22025.03 | 65.87 | — | — | — | — | 62.18 | — | — | — | — | — | — | 59.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.63 | 64.57 | 61.41 | 71.05 | 58.46 | 63.62 | 72.64 | 63.14 | 70.3 | 73.62 | — | — | |
| GVB*SF=false, Backbone=ResNet-342022.11 | 65.2 | 68.2 | 69 | 63.2 | 56.6 | 63.1 | 62.2 | 73.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SHOT*SF=true, Backbone=ResNet-342022.11 | 65.1 | 67.1 | 65.1 | 67.2 | 60.4 | 63 | 56.3 | 76.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NRC*SF=true, Backbone=ResNet-342022.11 | 64.7 | 67.5 | 68 | 67.8 | 57.6 | 59.3 | 58.7 | 74.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| G-SFDA*SF=true, Backbone=ResNet-342022.11 | 63.3 | 63.4 | 67.5 | 62.5 | 55.3 | 60.8 | 58.3 | 75.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| C-SFDASF (Source-Free)=true, Backbone=ResNet-50, Online adaptation=true2023.03 | 63.1 | 61.6 | 67.4 | 61.3 | 55.1 | 63.2 | 54.8 | 78.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BAIT*SF=true, Backbone=ResNet-342022.11 | 63 | 64.7 | 65.4 | 62.1 | 57.1 | 61.8 | 56.7 | 73.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AdaConSF (Source-Free)=true, Backbone=ResNet-50, Online adaptation=true2023.03 | 62.6 | 61.1 | 66.9 | 60.8 | 53.4 | 62.7 | 54.5 | 78.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDANSF=false, Backbone=ResNet-342022.11 | 62.5 | 65 | 64.9 | 63.7 | 53.1 | 63.4 | 54.5 | 73.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VDA*SF=false, Backbone=ResNet-342022.11 | 62.1 | 63.5 | 65.7 | 62.6 | 52.7 | 53.6 | 62 | 74.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SF(DA)^2Backbone=ResNet-50, Number of classes=402024.03 | 60.4 | 65.2 | 65.4 | 58 | 60.3 | 57.2 | 59.5 | 58.2 | 63.8 | 58.6 | 58.9 | 59.8 | 61.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DualAdaptInitial Server Model Pre-training=Real2025.12 | 57.84 | 69.72 | 86.14 | — | — | — | 73.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 13.43 | 46.54 | |
| TENTSF (Source-Free)=true, Backbone=ResNet-502023.03 | 57.7 | 58.5 | 65.7 | 57.9 | 48.5 | 52.4 | 54 | 67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ResNet-34SF=false, Backbone=ResNet-342022.11 | 56.7 | 58.4 | 62.5 | 56 | 50.1 | 41.9 | 48.2 | 70.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Source onlyBackbone=ResNet-502023.03 | 55.6 | 55.5 | 62.7 | 53 | 46.9 | 50.1 | 46.3 | 75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SwAV+extraBackbone=ResNet-50, Number of classes=402024.03 | 51.7 | 54.2 | 57.3 | 41.3 | 46.2 | 46.8 | 44.6 | 69 | 53.5 | 58.1 | 41.7 | 59.4 | 48.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| T-SSLBackbone=DeiT-B/162021.06 | 51.07 | 56.8 | 49.06 | 45.96 | 51.79 | 46.95 | 45.95 | 60.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| T-MMEBackbone=DeiT-B/162021.06 | 50.54 | 60.59 | 51.98 | 42.3 | 50.32 | 45.79 | 47.92 | 54.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| T-ADVBackbone=DeiT-B/162021.06 | 50.2 | 58.19 | 50.85 | 41.91 | 51.18 | 46.12 | 47.47 | 55.65 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MCCSF (Source-Free)=false, Backbone=ResNet-502023.03 | 48.9 | 44.8 | 65.7 | 41.9 | 34.9 | 47.3 | 35.3 | 72.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| T-SSLBackbone=DeiT-S/162021.06 | 47.37 | 53.86 | 46.71 | 42.79 | 47.25 | 43.01 | 40.94 | 57.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| T-MMEBackbone=DeiT-S/162021.06 | 47 | 56.86 | 49.15 | 38.97 | 46.48 | 42.95 | 42.07 | 52.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LADDInitial Server Model Pre-training=Real2025.12 | 46.21 | 51.79 | 74.7 | — | — | — | 61.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 10.9 | 32.01 | |
| T-ADVBackbone=DeiT-S/162021.06 | 46.13 | 53.6 | 47.84 | 37.99 | 47.1 | 41.61 | 41.94 | 52.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VanillaBackbone=DeiT-B/162021.06 | 46.07 | 54.64 | 48.4 | 40.37 | 45.69 | 36.75 | 41.31 | 55.33 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSLBackbone=BiT2021.06 | 44.98 | 52.55 | 42.8 | 39.03 | 45.72 | 39.08 | 39.65 | 56.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VanillaBackbone=DeiT-S/162021.06 | 43.22 | 50.6 | 45.82 | 36.09 | 43.39 | 35.24 | 39.29 | 52.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMEBackbone=BiT2021.06 | 41.95 | 50.21 | 44.61 | 34.75 | 40.27 | 38.41 | 37.83 | 47.58 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DKD + CustomKDCategory=Prediction KD2025.03 | 41.1 | — | — | — | — | 36 | — | — | — | — | — | — | 33.79 | — | — | — | — | — | — | — | — | — | — | — | — | — | 47.01 | 45.15 | 31.25 | 46.42 | 30.52 | 36.61 | 48.91 | 38.63 | 43.9 | 52.82 | — | — | |
| DANNBackbone=BiT2021.06 | 40.37 | 45.2 | 42.86 | 32.96 | 40.44 | 36.63 | 35.26 | 49.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSLBackbone=VGG-162021.06 | 39.54 | 43.79 | 41.88 | 32.19 | 35.73 | 36.99 | 31.05 | 55.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CustomKDCategory=Feature KD2025.03 | 38.51 | — | — | — | — | 34.15 | — | — | — | — | — | — | 30.91 | — | — | — | — | — | — | — | — | — | — | — | — | — | 43.26 | 42.76 | 29.08 | 41.38 | 26.91 | 34.3 | 48.43 | 37.72 | 41.98 | 51.18 | — | — | |
| FitNetCategory=Feature KD2025.03 | 38.24 | — | — | — | — | 34.11 | — | — | — | — | — | — | 29.14 | — | — | — | — | — | — | — | — | — | — | — | — | — | 43.08 | 42.42 | 27.99 | 41.71 | 26.24 | 34.59 | 48.83 | 37.78 | 42.04 | 50.91 | — | — | |
| DKDCategory=Prediction KD2025.03 | 37.99 | — | — | — | — | 32.34 | — | — | — | — | — | — | 31.26 | — | — | — | — | — | — | — | — | — | — | — | — | — | 45 | 41.4 | 31.7 | 43.44 | 26.82 | 34.58 | 46.53 | 35.88 | 38.85 | 50.92 | — | — | |
| MMEBackbone=VGG-162021.06 | 37.41 | 42.65 | 42.46 | 27.41 | 36.93 | 33.94 | 32.58 | 45.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DANNBackbone=VGG-162021.06 | 37.15 | 43.26 | 40.09 | 28.68 | 36.22 | 31.63 | 35.45 | 44.73 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VanillaBackbone=BiT2021.06 | 36.78 | 42.18 | 41.14 | 30.72 | 37.01 | 28.23 | 32.64 | 48.54 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Soft TargetCategory=Prediction KD2025.03 | 36.74 | — | — | — | — | 32.24 | — | — | — | — | — | — | 29.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | 42.88 | 39.07 | 28.45 | 40.81 | 26.46 | 31.66 | 46.06 | 36.75 | 39.45 | 47.67 | — | — | |
| DSANCategory=UDA2025.03 | 34.5 | — | — | — | — | 30.73 | — | — | — | — | — | — | 27.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | 38.74 | 37.2 | 26.36 | 39.88 | 25.25 | 29.94 | 44.57 | 32.76 | 38.4 | 42.74 | — | — | |
| MobileNetV32025.03 | 34.1 | — | — | — | — | 30.46 | — | — | — | — | — | — | 26.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | 38.43 | 35.83 | 24.54 | 39.76 | 24.36 | 28.59 | 43.29 | 33.42 | 38.93 | 43.16 | — | — | |
| RKDCategory=Feature KD2025.03 | 34.02 | — | — | — | — | 31 | — | — | — | — | — | — | 26.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | 38.63 | 36.91 | 24.31 | 37.28 | 23.94 | 29.57 | 44.15 | 33.58 | 36.41 | 45.8 | — | — | |
| CCCategory=Feature KD2025.03 | 33.86 | — | — | — | — | 30.92 | — | — | — | — | — | — | 25.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | 36.75 | 36.9 | 21.2 | 39.3 | 24.13 | 27.88 | 45.79 | 32.72 | 39.46 | 46.17 | — | — | |
| VanillaBackbone=VGG-162021.06 | 33.58 | 39.39 | 37.32 | 26.36 | 32.96 | 25.55 | 27.79 | 45.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LogitsCategory=Prediction KD2025.03 | 33.25 | — | — | — | — | 26.97 | — | — | — | — | — | — | 26.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | 39.36 | 36.69 | 27.16 | 36.9 | 23.08 | 30.56 | 42.72 | 30.52 | 32.49 | 46.05 | — | — | |
| DANNCategory=UDA2025.03 | 31.26 | — | — | — | — | 28.16 | — | — | — | — | — | — | 23.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | 37.52 | 33.73 | 22.23 | 37.28 | 22.73 | 25.62 | 42.25 | 29.49 | 36.01 | 38.76 | — | — | |
| DANCategory=UDA2025.03 | 29.65 | — | — | — | — | 27.12 | — | — | — | — | — | — | 22.61 | — | — | — | — | — | — | — | — | — | — | — | — | — | 32.47 | 32.83 | 21.54 | 36.03 | 21.59 | 24.28 | 40.84 | 26.9 | 34.31 | 35.28 | — | — | |
| Deep CoralCategory=UDA2025.03 | 29.62 | — | — | — | — | 27.07 | — | — | — | — | — | — | 22.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | 32.55 | 32.86 | 21.39 | 36 | 21.57 | 24.23 | 40.87 | 26.9 | 34.34 | 35.2 | — | — | |
| ASDABackbone=ResNet-34, Shot=1-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 77 | 75.4 | 70.9 | — | — | 66.5 | 79.7 | 75.5 | — | — | — | 74.2 | 73.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ASDABackbone=ResNet-34, Shot=3-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 79.4 | 76.7 | 72.1 | — | — | 70.2 | 82.3 | 78.3 | — | — | — | 72.1 | 76.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATDOCBackbone=ResNet-34, Shot=1-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 74.9 | 71.3 | 65.2 | — | — | 65.6 | 81.2 | 72.8 | — | — | — | 68.7 | 71.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATDOCBackbone=ResNet-34, Shot=3-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 76.9 | 72.5 | 64.6 | — | — | 66.7 | 81.2 | 74.2 | — | — | — | 70.8 | 72.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDACBackbone=ResNet-34, Shot=1-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 77.4 | 74.2 | 69.2 | — | — | 67.6 | 80.4 | 75.5 | — | — | — | 71 | 73.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDACBackbone=ResNet-34, Shot=3-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 79.6 | 75.1 | 72.5 | — | — | 69.9 | 81.9 | 79.3 | — | — | — | 73.4 | 76 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDAC+SLABackbone=ResNet-34, Shot=1-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 79.8 | 75.6 | 71.7 | — | — | 68.1 | 80.4 | 77.4 | — | — | — | 71.3 | 75 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDAC+SLABackbone=ResNet-34, Shot=3-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 81.6 | 76 | 73.5 | — | — | 71.3 | 82.5 | 80.3 | — | — | — | 71.7 | 76.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DECOTABackbone=ResNet-34, Shot=1-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 79.1 | 74.9 | 69.7 | — | — | 65.1 | 79.6 | 76.9 | — | — | — | 72 | 73.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DECOTABackbone=ResNet-34, Shot=3-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 80.4 | 75.2 | 71.9 | — | — | 68.6 | 81.5 | 78.7 | — | — | — | 72.7 | 75.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ECBBackbone=ResNet-34, Shot=1-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 83.8 | 85.4 | 79.5 | — | — | 79.7 | 88.7 | 86.4 | — | — | — | 83.4 | 83.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ECBBackbone=ResNet-34, Shot=3-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.4 | 85.6 | 81.7 | — | — | 80.6 | 90.3 | 87.3 | — | — | — | 85.6 | 85.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ENTBackbone=ResNet-34, Shot=1-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 65.2 | 65.9 | 52.1 | — | — | 54.6 | 75 | 65.4 | — | — | — | 59.7 | 62.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ENTBackbone=ResNet-34, Shot=3-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 71 | 69.2 | 61.1 | — | — | 60 | 78.6 | 71.1 | — | — | — | 62.1 | 67.6 | — | — | — | — | — | — | — | — | — | — | — | — | |
| G-ABCBackbone=ResNet-34, Shot=1-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 80.7 | 76.8 | 73.2 | — | — | 72 | 83.4 | 79.3 | — | — | — | 75 | 77.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| G-ABCBackbone=ResNet-34, Shot=3-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.1 | 76.7 | 74.3 | — | — | 73.7 | 83.9 | 81.6 | — | — | — | 76.3 | 78.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAP-FBackbone=ResNet-34, Shot=1-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 75.3 | 74 | 67.5 | — | — | 65.8 | 81.7 | 74.3 | — | — | — | 73 | 73.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MAP-FBackbone=ResNet-34, Shot=3-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 77 | 75 | 69.2 | — | — | 69.5 | 83.3 | 77 | — | — | — | 73.3 | 74.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMEBackbone=ResNet-34, Shot=1-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 70 | 67.7 | 61 | — | — | 56.3 | 76.1 | 69 | — | — | — | 64.8 | 66.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMEBackbone=ResNet-34, Shot=3-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 72.2 | 69.7 | 61.9 | — | — | 61.8 | 78.5 | 71.7 | — | — | — | 66.8 | 68.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MVCLBackbone=ResNet-34, Shot=1-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.8 | 76 | 72.4 | — | — | 70.8 | 82.4 | 78 | — | — | — | 75.1 | 76.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MVCLBackbone=ResNet-34, Shot=3-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 79.8 | 77.4 | 74.4 | — | — | 73 | 85.1 | 80.3 | — | — | — | 76.7 | 78.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ProMLBackbone=ResNet-34, Shot=1-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.5 | 75.4 | 72.4 | — | — | 70.2 | 84 | 77.8 | — | — | — | 74.1 | 76.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ProMLBackbone=ResNet-34, Shot=3-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 80.2 | 76.5 | 73.5 | — | — | 72 | 84.8 | 78.9 | — | — | — | 75.4 | 77.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| S3DBackbone=ResNet-34, Shot=1-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 73.3 | 68.9 | 65.1 | — | — | 60.8 | 79.5 | 73.4 | — | — | — | 68.2 | 69.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| S3DBackbone=ResNet-34, Shot=3-shot2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 75.9 | 72.1 | 66.7 | — | — | 64.4 | 80.3 | 75.1 | — | — | — | 70 | 72.1 | — | — | — | — | — | — | — | — | — | — | — | — |