Few-shot Image Classification on mini-Cars (test)
58.09AccuracySTL DeepBDC
Evaluation Results
| Method | Links | |
|---|---|---|
| STL DeepBDCBackbone=ResNet-12, Shots=5, Ways=52022.04 | 58.09 | |
| Meta DeepBDCBackbone=ResNet-12, Shots=5, Ways=52022.04 | 54.61 | |
| ADMBackbone=ResNet-12, Shots=5, Ways=52022.04 | 53.94 | |
| CovNetBackbone=ResNet-12, Shots=5, Ways=52022.04 | 52.9 | |
| BaselineBackbone=ResNet-12, Shots=5, Ways=52022.04 | 50.29 | |
| Good-EmbedBackbone=ResNet-12, Shots=5, Ways=52022.04 | 50.18 | |
| Baseline++Backbone=ResNet-12, Shots=5, Ways=52022.04 | 46.44 | |
| ProtoNetBackbone=ResNet-12, Shots=5, Ways=52022.04 | 46.3 | |
| LRP-GNNWay=5, Shot=52020.07 | 46.2 | |
| LRP-CANShots=5, Inference Mode=Inductive, explanation-guided=true2020.07 | 43.86 | |
| GNNWay=5, Shot=52020.07 | 42.59 | |
| LRP-CANShots=5, Inference Mode=Transductive, explanation-guided=true2020.07 | 42.57 | |
| CANShots=5, Inference Mode=Inductive2020.07 | 41.46 | |
| CANShots=5, Inference Mode=Transductive2020.07 | 40.17 | |
| LRP-RNShots=5, Inference Mode=Inductive, explanation-guided=true2020.07 | 39.19 | |
| RNShots=5, Inference Mode=Inductive2020.07 | 38.91 | |
| LRP-RNShots=5, Inference Mode=Transductive, explanation-guided=true2020.07 | 38.31 | |
| RNShots=5, Inference Mode=Transductive2020.07 | 37.45 | |
| LRP-GNNWay=5, Shot=12020.07 | 32.78 | |
| LRP-CANShots=1, Inference Mode=Inductive, explanation-guided=true2020.07 | 32.66 | |
| LRP-CANShots=1, Inference Mode=Transductive, explanation-guided=true2020.07 | 32.35 | |
| CANShots=1, Inference Mode=Inductive2020.07 | 31.44 | |
| GNNWay=5, Shot=12020.07 | 30.97 | |
| CANShots=1, Inference Mode=Transductive2020.07 | 30.06 | |
| LRP-RNShots=1, Inference Mode=Inductive, explanation-guided=true2020.07 | 29.65 | |
| LRP-RNShots=1, Inference Mode=Transductive, explanation-guided=true2020.07 | 29.61 | |
| RNShots=1, Inference Mode=Inductive2020.07 | 29.32 | |
| RNShots=1, Inference Mode=Transductive2020.07 | 28.56 |