Few-shot image classification on MiniImageNet ILSVRC-2012 (test)
83.26AccuracyProtoNet+LLS
Evaluation Results
| Method | Links | |
|---|---|---|
| ProtoNet+LLSBackbone=ResNet-12, Shots=5-shot2021.11 | 83.26 | |
| S2M2_RBackbone=WRN-28-10, Shots=5-shot2021.11 | 83.18 | |
| FEAT+Multi-ProtoBackbone=ResNet-12, Shots=5-shot2021.11 | 82.51 | |
| DeepEMDBackbone=ResNet-12, Shots=5-shot2021.11 | 82.41 | |
| MCT (Inst)Backbone=ResNet-12, Shots=5-shot2021.11 | 82.15 | |
| FEATBackbone=ResNet-12, Shots=5-shot2021.11 | 82.05 | |
| R2-D2+AugBackbone=ResNet-12, Shots=5-shot2021.11 | 81.08 | |
| Simple-ShotBackbone=WRN-28-10, Shots=5-shot2021.11 | 80.33 | |
| ProtoNet* (baseline)Backbone=ResNet-12, Shots=5-shot2021.11 | 79.5 | |
| CANBackbone=ResNet-12, Shots=5-shot2021.11 | 79.44 | |
| MetaOptNet-SVMBackbone=ResNet-12, Shots=5-shot2021.11 | 78.63 | |
| ProtoNet+LLSBackbone=ResNet-12, Shots=1-shot2021.11 | 68.01 | |
| FEAT+Multi-ProtoBackbone=ResNet-12, Shots=1-shot2021.11 | 67.24 | |
| FEATBackbone=ResNet-12, Shots=1-shot2021.11 | 66.78 | |
| DeepEMDBackbone=ResNet-12, Shots=1-shot2021.11 | 65.91 | |
| MCT (Inst)Backbone=ResNet-12, Shots=1-shot2021.11 | 65.34 | |
| S2M2_RBackbone=WRN-28-10, Shots=1-shot2021.11 | 64.93 | |
| R2-D2+AugBackbone=ResNet-12, Shots=1-shot2021.11 | 64.79 | |
| CANBackbone=ResNet-12, Shots=1-shot2021.11 | 63.85 | |
| Simple-ShotBackbone=WRN-28-10, Shots=1-shot2021.11 | 63.5 | |
| MetaOptNet-SVMBackbone=ResNet-12, Shots=1-shot2021.11 | 62.64 | |
| ProtoNet* (baseline)Backbone=ResNet-12, Shots=1-shot2021.11 | 60.85 |