Few-shot Image Classification on mini-ImageNet K=20 (test)
80AccuracyPADDLE
Evaluation Results
| Method | Links | |
|---|---|---|
| PADDLEBackbone=ResNet-18, Shots=20-shot2022.10 | 80 | |
| PADDLEBackbone=WRN28-10, Shots=20-shot2022.10 | 79.3 | |
| TIMBackbone=WRN28-10, Shots=20-shot2022.10 | 76.1 | |
| α-TIMBackbone=WRN28-10, Shots=20-shot2022.10 | 75.8 | |
| TIMBackbone=WRN28-10, Shots=10-shot2022.10 | 75.2 | |
| PADDLEBackbone=ResNet-18, Shots=10-shot2022.10 | 73.3 | |
| PADDLEBackbone=WRN28-10, Shots=10-shot2022.10 | 72.8 | |
| α-TIMBackbone=WRN28-10, Shots=10-shot2022.10 | 72.5 | |
| TIMBackbone=WRN28-10, Shots=5-shot2022.10 | 71.9 | |
| α-TIMBackbone=ResNet-18, Shots=20-shot2022.10 | 71.7 | |
| TIMBackbone=ResNet-18, Shots=20-shot2022.10 | 70.9 | |
| LR+ICIBackbone=WRN28-10, Shots=20-shot2022.10 | 70.9 | |
| LaplacianShotBackbone=WRN28-10, Shots=20-shot2022.10 | 70.9 | |
| BaselineBackbone=WRN28-10, Shots=20-shot2022.10 | 69.5 | |
| TIMBackbone=ResNet-18, Shots=10-shot2022.10 | 69.4 | |
| LaplacianShotBackbone=ResNet-18, Shots=20-shot2022.10 | 68.4 | |
| α-TIMBackbone=WRN28-10, Shots=5-shot2022.10 | 68.3 | |
| α-TIMBackbone=ResNet-18, Shots=10-shot2022.10 | 67.4 | |
| LR+ICIBackbone=ResNet-18, Shots=20-shot2022.10 | 67.2 | |
| TIMBackbone=ResNet-18, Shots=5-shot2022.10 | 66.4 | |
| BaselineBackbone=ResNet-18, Shots=20-shot2022.10 | 65.8 | |
| LaplacianShotBackbone=WRN28-10, Shots=10-shot2022.10 | 65.3 | |
| LaplacianShotBackbone=ResNet-18, Shots=10-shot2022.10 | 65.2 | |
| LaplacianShotBackbone=WRN28-10, Shots=5-shot2022.10 | 64.9 | |
| BaselineBackbone=WRN28-10, Shots=10-shot2022.10 | 64.8 | |
| LR+ICIBackbone=WRN28-10, Shots=10-shot2022.10 | 64.3 | |
| α-TIMBackbone=ResNet-18, Shots=5-shot2022.10 | 63.5 | |
| PADDLEBackbone=ResNet-18, Shots=5-shot2022.10 | 63.2 | |
| PADDLEBackbone=WRN28-10, Shots=5-shot2022.10 | 62.5 | |
| LR+ICIBackbone=ResNet-18, Shots=10-shot2022.10 | 62 | |
| BaselineBackbone=ResNet-18, Shots=10-shot2022.10 | 60.7 | |
| LaplacianShotBackbone=ResNet-18, Shots=5-shot2022.10 | 60.4 | |
| BD-CSPNBackbone=WRN28-10, Shots=20-shot2022.10 | 58.4 | |
| BaselineBackbone=WRN28-10, Shots=5-shot2022.10 | 58 | |
| LR+ICIBackbone=WRN28-10, Shots=5-shot2022.10 | 57.2 | |
| BD-CSPNBackbone=ResNet-18, Shots=20-shot2022.10 | 55.6 | |
| BD-CSPNBackbone=WRN28-10, Shots=10-shot2022.10 | 55.5 | |
| LR+ICIBackbone=ResNet-18, Shots=5-shot2022.10 | 54.7 | |
| BaselineBackbone=ResNet-18, Shots=5-shot2022.10 | 54.1 | |
| BD-CSPNBackbone=ResNet-18, Shots=10-shot2022.10 | 54.1 | |
| BD-CSPNBackbone=WRN28-10, Shots=5-shot2022.10 | 51.2 | |
| BD-CSPNBackbone=ResNet-18, Shots=5-shot2022.10 | 49.6 | |
| PT-MAPBackbone=WRN28-10, Shots=20-shot2022.10 | 29.4 | |
| PT-MAPBackbone=ResNet-18, Shots=20-shot2022.10 | 29 | |
| Meta-SGDShots=5-shot2017.07 | 28.92 | |
| PT-MAPBackbone=WRN28-10, Shots=10-shot2022.10 | 27.9 | |
| PT-MAPBackbone=ResNet-18, Shots=10-shot2022.10 | 27.4 | |
| PT-MAPBackbone=WRN28-10, Shots=5-shot2022.10 | 26.3 | |
| Meta-LSTMShots=5-shot2017.07 | 26.06 | |
| PT-MAPBackbone=ResNet-18, Shots=5-shot2022.10 | 25.8 | |
| Matching NetsShots=5-shot2017.07 | 22.69 | |
| MAMLShots=5-shot2017.07 | 19.29 | |
| Meta-SGDShots=1-shot2017.07 | 17.56 | |
| Matching NetsShots=1-shot2017.07 | 17.31 | |
| Meta-LSTMShots=1-shot2017.07 | 16.7 | |
| MAMLShots=1-shot2017.07 | 16.49 |