Few-shot Image Classification on tiered-ImageNet K=160 (test)
0.72AccuracyPADDLE
Evaluation Results
| Method | Links | |
|---|---|---|
| PADDLEBackbone=ResNet-18, Shots=20-shot2022.10 | 0.72 | |
| PADDLEBackbone=WRN28-10, Shots=20-shot2022.10 | 0.711 | |
| PADDLEBackbone=ResNet-18, Shots=10-shot2022.10 | 0.625 | |
| PADDLEBackbone=WRN28-10, Shots=10-shot2022.10 | 0.603 | |
| α-TIMBackbone=WRN28-10, Shots=20-shot2022.10 | 0.518 | |
| α-TIMBackbone=ResNet-18, Shots=20-shot2022.10 | 0.484 | |
| PADDLEBackbone=WRN28-10, Shots=5-shot2022.10 | 0.464 | |
| α-TIMBackbone=WRN28-10, Shots=10-shot2022.10 | 0.461 | |
| PADDLEBackbone=ResNet-18, Shots=5-shot2022.10 | 0.458 | |
| LaplacianShotBackbone=WRN28-10, Shots=20-shot2022.10 | 0.452 | |
| α-TIMBackbone=ResNet-18, Shots=10-shot2022.10 | 0.442 | |
| BaselineBackbone=WRN28-10, Shots=20-shot2022.10 | 0.421 | |
| α-TIMBackbone=WRN28-10, Shots=5-shot2022.10 | 0.419 | |
| BaselineBackbone=ResNet-18, Shots=20-shot2022.10 | 0.395 | |
| LaplacianShotBackbone=ResNet-18, Shots=20-shot2022.10 | 0.391 | |
| α-TIMBackbone=ResNet-18, Shots=5-shot2022.10 | 0.387 | |
| LaplacianShotBackbone=WRN28-10, Shots=10-shot2022.10 | 0.38 | |
| BaselineBackbone=WRN28-10, Shots=10-shot2022.10 | 0.37 | |
| LaplacianShotBackbone=ResNet-18, Shots=10-shot2022.10 | 0.368 | |
| BaselineBackbone=ResNet-18, Shots=10-shot2022.10 | 0.357 | |
| LaplacianShotBackbone=ResNet-18, Shots=5-shot2022.10 | 0.347 | |
| TIMBackbone=WRN28-10, Shots=20-shot2022.10 | 0.345 | |
| TIMBackbone=WRN28-10, Shots=5-shot2022.10 | 0.341 | |
| TIMBackbone=WRN28-10, Shots=10-shot2022.10 | 0.341 | |
| BaselineBackbone=WRN28-10, Shots=5-shot2022.10 | 0.318 | |
| BaselineBackbone=ResNet-18, Shots=5-shot2022.10 | 0.291 | |
| LaplacianShotBackbone=WRN28-10, Shots=5-shot2022.10 | 0.281 | |
| BD-CSPNBackbone=ResNet-18, Shots=10-shot2022.10 | 0.267 | |
| TIMBackbone=ResNet-18, Shots=10-shot2022.10 | 0.267 | |
| TIMBackbone=ResNet-18, Shots=5-shot2022.10 | 0.266 | |
| BD-CSPNBackbone=ResNet-18, Shots=20-shot2022.10 | 0.26 | |
| TIMBackbone=ResNet-18, Shots=20-shot2022.10 | 0.255 | |
| BD-CSPNBackbone=WRN28-10, Shots=10-shot2022.10 | 0.249 | |
| BD-CSPNBackbone=ResNet-18, Shots=5-shot2022.10 | 0.24 | |
| BD-CSPNBackbone=WRN28-10, Shots=20-shot2022.10 | 0.238 | |
| BD-CSPNBackbone=WRN28-10, Shots=5-shot2022.10 | 0.237 | |
| PT-MAPBackbone=ResNet-18, Shots=20-shot2022.10 | 0.059 | |
| PT-MAPBackbone=WRN28-10, Shots=20-shot2022.10 | 0.057 | |
| PT-MAPBackbone=ResNet-18, Shots=10-shot2022.10 | 0.051 | |
| PT-MAPBackbone=WRN28-10, Shots=10-shot2022.10 | 0.05 | |
| PT-MAPBackbone=WRN28-10, Shots=5-shot2022.10 | 0.044 | |
| PT-MAPBackbone=ResNet-18, Shots=5-shot2022.10 | 0.043 |