Few-shot classification on CUB-200 2011
86.965-way 1-shot AccARF-SFR-Net-Snapshot
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ARF-SFR-Net-SnapshotBackbone=ResNet-122026.04 | 86.96 | 95.23 | — | |
| ARF-SFR-NetBackbone=ResNet-122026.04 | 86.08 | 94.83 | — | |
| SUITEDBackbone=ResNet-122026.04 | 86.02 | 94.13 | — | |
| AISBackbone=ResNet-122026.04 | 85.6 | 93.36 | — | |
| ESPTBackbone=ResNet-12, Local image representations=false2023.04 | 85.45 | 94.02 | — | |
| FRN+CSCAMBackbone=ResNet-122026.04 | 84 | 93.52 | — | |
| SRNetBackbone=ResNet-122026.04 | 83.82 | 93.45 | — | |
| FRN+TDM+BiFI-TDMBackbone=ResNet-122026.04 | 83.8 | 94.26 | — | |
| C2-NetBackbone=ResNet-122026.04 | 83.65 | 92.57 | — | |
| FRNBackbone=ResNet-12, Local image representations=true2023.04 | 83.55 | 92.92 | — | |
| TDM+CSCAMBackbone=ResNet-122026.04 | 83.34 | 92.98 | — | |
| FRN+TDMBackbone=ResNet-122026.04 | 83.26 | 92.8 | — | |
| ARF-SFR-Net-SnapshotBackbone=Conv-42026.04 | 83.2 | 93.81 | — | |
| FCAMBackbone=ResNet-122026.04 | 82.89 | 93.06 | — | |
| FRNBackbone=ResNet-122026.04 | 82.86 | 92.41 | — | |
| BSFANetBackbone=ResNet-122026.04 | 82.27 | 90.76 | — | |
| BDFRNetBackbone=ResNet-122026.04 | 82.03 | 92.78 | — | |
| DeepBDCBackbone=ResNet-122026.04 | 81.98 | 92.24 | — | |
| HelixFormerBackbone=ResNet-122026.04 | 81.66 | 91.83 | — | |
| ATR-NetBackbone=ResNet-122026.04 | 81.37 | 91.26 | — | |
| ARF-SFR-NetBackbone=Conv-42026.04 | 80.95 | 92.84 | — | |
| TST_MFLBackbone=ResNet-122026.04 | 80.79 | 91.15 | — | |
| MFSI-NetBackbone=ResNet-122026.04 | 80.7 | 91.3 | — | |
| SUITEDBackbone=Conv-42026.04 | 79.73 | 90.05 | — | |
| AISBackbone=Conv-42026.04 | 79.56 | 89.92 | — | |
| RENetBackbone=ResNet-12, Local image representations=true2023.04 | 79.49 | 91.11 | — | |
| C2-NetBackbone=Conv-42026.04 | 78.63 | 89.48 | — | |
| ProtoNetBackbone=ResNet-12, Local image representations=false2023.04 | 78.6 | 89.73 | — | |
| TDM+CSCAMBackbone=Conv-42026.04 | 77.81 | 89.6 | — | |
| FRN+CSCAMBackbone=Conv-42026.04 | 77.68 | 89.88 | — | |
| ECKPNBackbone=ResNet-122021.06 | 77.43 | 92.21 | — | |
| ECKPNBackbone=Conv-42021.06 | 77.2 | 89.72 | — | |
| BDFRNetBackbone=Conv-42026.04 | 76.39 | 90.61 | — | |
| DPGNBackbone=Conv-42021.06 | 76.05 | 89.08 | — | |
| DPGNBackbone=ResNet-122021.06 | 75.71 | 91.48 | — | |
| DeepEMDBackbone=ResNet-122021.06 | 75.65 | 88.69 | — | |
| DeepEMDBackbone=ResNet-12, Local image representations=true2023.04 | 75.65 | 88.69 | — | |
| ATR-NetBackbone=Conv-42026.04 | 75.24 | 87.25 | — | |
| FRNBackbone=Conv-42026.04 | 74.9 | 89.39 | — | |
| FRN+TDMBackbone=Conv-42026.04 | 74.39 | 88.89 | — | |
| PaCLBackbone=Conv-42026.04 | 74.07 | 88.75 | — | |
| MatchingNetBackbone=ResNet-18, Local image representations=false2023.04 | 73.49 | 84.45 | — | |
| FEATBackbone=ResNet-12, Local image representations=false2023.04 | 73.27 | 85.77 | — | |
| ProtoNetBackbone=ResNet-18, Local image representations=false2023.04 | 72.99 | 86.64 | — | |
| DANBackbone=Conv-42026.04 | 72.89 | 86.6 | — | |
| RFS-simpleBackbone=ResNet-12, Local image representations=false2023.04 | 72.78 | 87.24 | — | |
| Neg-CosineBackbone=ResNet-18, Local image representations=false2023.04 | 72.66 | 89.4 | — | |
| DSNBackbone=Conv-42026.04 | 72.56 | 84.62 | — | |
| BinoHeMBackbone=Conv-42026.04 | 72.18 | 85.85 | — | |
| TADAMBackbone=ResNet-122021.06 | 72 | 84.2 | — | |
| IEPTBackbone=Conv4-64, Local image representations=false2023.04 | 69.97 | 84.33 | — | |
| CPLAEBackbone=Conv4-64, Local image representations=false2023.04 | 69.77 | 84.57 | — | |
| FEATBackbone=ResNet-122021.06 | 68.87 | 82.9 | — | |
| FEATBackbone=Conv4-64, Local image representations=false2023.04 | 68.87 | 82.9 | — | |
| RelationNetBackbone=ResNet-18, Local image representations=false2023.04 | 68.58 | 84.05 | — | |
| MAMLBackbone=ResNet-18, Local image representations=false2023.04 | 68.42 | 83.47 | — | |
| Baseline++Backbone=ResNet-18, Local image representations=false2023.04 | 67.02 | 83.58 | — | |
| BaselineBackbone=ResNet-18, Local image representations=false2023.04 | 65.51 | 82.85 | — | |
| DeepEMDBackbone=Conv-42026.04 | 64.08 | 80.55 | — | |
| LRPABNBackbone=Conv-42026.04 | 63.63 | 76.06 | — | |
| RelationNetBackbone=Conv-42021.06 | 62.45 | 76.11 | — | |
| MatchingNetBackbone=Conv-42021.06 | 61.16 | 72.86 | — | |
| CloserLookBackbone=Conv-42021.06 | 60.53 | 79.34 | — | |
| MAMLBackbone=Conv-42021.06 | 55.92 | 72.09 | — | |
| DN4Backbone=Conv-42021.06 | 53.15 | 81.9 | — | |
| ProtoNetBackbone=Conv-42021.06 | 51.31 | 70.77 | — | |
| AFHNbackbone=ResNet18, shots=1-shot2021.05 | — | — | 70.53 | |
| AFHNbackbone=ResNet18, shots=5-shot2021.05 | — | — | 83.95 | |
| DeepEMD-samplingbackbone=ResNet12, shots=1-shot2021.05 | — | — | 79.27 | |
| DeepEMD-samplingbackbone=ResNet12, shots=5-shot2021.05 | — | — | 89.8 | |
| DPGNbackbone=ResNet12, shots=1-shot2021.05 | — | — | 75.71 | |
| DPGNbackbone=ResNet12, shots=5-shot2021.05 | — | — | 91.48 | |
| EuclideanWay=5, Shots=52026.05 | — | — | 69.2 | |
| EuclideanWay=5, Shots=202026.05 | — | — | 76.94 | |
| Full Fine-tuningShots=162023.04 | — | — | 85.12 | |
| Full Fine-tuningShots=82023.04 | — | — | 77.36 | |
| Full Fine-tuningShots=42023.04 | — | — | 60.61 | |
| Full Fine-tuningShots=22023.04 | — | — | 14.53 | |
| Full Fine-tuningShots=12023.04 | — | — | 9.44 | |
| MAMLbackbone=ConvNet, shots=1-shot2021.05 | — | — | 66.26 | |
| MAMLbackbone=ConvNet, shots=5-shot2021.05 | — | — | 78.82 | |
| Meta-GMVAEWay=5, Shots=52026.05 | — | — | 47.48 | |
| Meta-GMVAEWay=5, Shots=202026.05 | — | — | 54.08 | |
| Meta-SVEBMWay=5, Shots=52026.05 | — | — | 45.5 | |
| Meta-SVEBMWay=5, Shots=202026.05 | — | — | 54.61 | |
| ProtoNetbackbone=ConvNet, shots=1-shot2021.05 | — | — | 66.36 | |
| ProtoNetbackbone=ConvNet, shots=5-shot2021.05 | — | — | 82.03 | |
| PsCoWay=5, Shots=52026.05 | — | — | 57.38 | |
| PsCoWay=5, Shots=202026.05 | — | — | 68.58 | |
| PT+MAPbackbone=WRN-28-10, shots=1-shot2021.05 | — | — | 91.55 | |
| PT+MAPbackbone=WRN-28-10, shots=5-shot2021.05 | — | — | 93.99 | |
| PT+MAP (s+f)backbone=WRN-28-10, shots=1-shot2021.05 | — | — | 95.48 | |
| PT+MAP (s+f)backbone=WRN-28-10, shots=5-shot2021.05 | — | — | 96.7 | |
| PVPShots=162023.04 | — | — | 86.28 | |
| PVPShots=82023.04 | — | — | 81.53 | |
| PVPShots=42023.04 | — | — | 74.37 | |
| PVPShots=22023.04 | — | — | 62.2 | |
| PVPShots=12023.04 | — | — | 49.24 | |
| RelationNetbackbone=ConvNet, shots=1-shot2021.05 | — | — | 64.38 | |
| RelationNetbackbone=ConvNet, shots=5-shot2021.05 | — | — | 80.16 |