Few-shot classification on CUB Dirichlet alpha=2 (test)
94.6Accuracyα-TIM
Evaluation Results
| Method | Links | |
|---|---|---|
| α-TIMBackbone=RN-18, Learning setting=Transductive2022.04 | 94.6 | |
| Baseline++Backbone=RN-18, Learning setting=Inductive2022.04 | 93.2 | |
| BaselineBackbone=RN-18, Learning setting=Inductive2022.04 | 92.7 | |
| α-TIMBackbone=RN-18, Learning setting=Transductive2022.04 | 92.3 | |
| SimpleshotBackbone=RN-18, Learning setting=Inductive2022.04 | 92.2 | |
| TIMBackbone=RN-18, Learning setting=Transductive2022.04 | 91.7 | |
| Baseline++Backbone=RN-18, Learning setting=Inductive2022.04 | 91 | |
| BaselineBackbone=RN-18, Learning setting=Inductive2022.04 | 90.6 | |
| SimpleshotBackbone=RN-18, Learning setting=Inductive2022.04 | 90.6 | |
| LaplacianShotBackbone=RN-18, Learning setting=Transductive2022.04 | 90.6 | |
| BD-CSPNBackbone=RN-18, Learning setting=Transductive2022.04 | 90.3 | |
| α-TIMBackbone=RN-18, Learning setting=Transductive2022.04 | 89.8 | |
| LaplacianShotBackbone=RN-18, Learning setting=Transductive2022.04 | 89.8 | |
| TIMBackbone=RN-18, Learning setting=Transductive2022.04 | 89.5 | |
| BD-CSPNBackbone=RN-18, Learning setting=Transductive2022.04 | 89.3 | |
| LaplacianShotBackbone=RN-18, Learning setting=Transductive2022.04 | 87.7 | |
| Baseline++Backbone=RN-18, Learning setting=Inductive2022.04 | 87.5 | |
| SimpleshotBackbone=RN-18, Learning setting=Inductive2022.04 | 87.5 | |
| BD-CSPNBackbone=RN-18, Learning setting=Transductive2022.04 | 87.1 | |
| BaselineBackbone=RN-18, Learning setting=Inductive2022.04 | 86.9 | |
| TIMBackbone=RN-18, Learning setting=Transductive2022.04 | 86.9 | |
| Entropy-minBackbone=RN-18, Learning setting=Transductive2022.04 | 86.8 | |
| Entropy-minBackbone=RN-18, Learning setting=Transductive2022.04 | 85.5 | |
| Entropy-minBackbone=RN-18, Learning setting=Transductive2022.04 | 82.9 | |
| α-TIMBackbone=RN-18, Learning setting=Transductive2022.04 | 75.7 | |
| TIMBackbone=RN-18, Learning setting=Transductive2022.04 | 74.8 | |
| BD-CSPNBackbone=RN-18, Learning setting=Transductive2022.04 | 74.5 | |
| LaplacianShotBackbone=RN-18, Learning setting=Transductive2022.04 | 73.7 | |
| PT-MAPBackbone=RN-18, Learning setting=Transductive2022.04 | 73 | |
| PT-MAPBackbone=RN-18, Learning setting=Transductive2022.04 | 72.2 | |
| PT-MAPBackbone=RN-18, Learning setting=Transductive2022.04 | 71.3 | |
| SimpleshotBackbone=RN-18, Learning setting=Inductive2022.04 | 70.6 | |
| Baseline++Backbone=RN-18, Learning setting=Inductive2022.04 | 69.4 | |
| Entropy-minBackbone=RN-18, Learning setting=Transductive2022.04 | 67.5 | |
| PT-MAPBackbone=RN-18, Learning setting=Transductive2022.04 | 65.1 | |
| BaselineBackbone=RN-18, Learning setting=Inductive2022.04 | 64.6 |