Generalized Low-shot Classification on ImageNet Combined SEEN and UNSEEN
83.9Top-5 AccuracyFEAT
Evaluation Results
| Method | Links | |
|---|---|---|
| FEATBackbone=ResNet-50, Shots=20-Shot, Evaluation Protocol=Standard2018.12 | 83.9 | |
| FEATBackbone=ResNet-50, Shots=20-Shot, Evaluation Protocol=Calibrated with Prior2018.12 | 83.4 | |
| PMNBackbone=ResNet-50, Shots=20-Shot, Evaluation Protocol=Standard2018.12 | 83.3 | |
| PMNBackbone=ResNet-50, Shots=20-Shot, Evaluation Protocol=Calibrated with Prior2018.12 | 82.7 | |
| FEATBackbone=ResNet-50, Shots=10-Shot, Evaluation Protocol=Standard2018.12 | 82.1 | |
| PMNBackbone=ResNet-50, Shots=10-Shot, Evaluation Protocol=Standard2018.12 | 81.7 | |
| FEATBackbone=ResNet-50, Shots=10-Shot, Evaluation Protocol=Calibrated with Prior2018.12 | 81.3 | |
| ProtoNetBackbone=ResNet-50, Shots=20-Shot, Evaluation Protocol=Standard2018.12 | 81.1 | |
| PMNBackbone=ResNet-50, Shots=10-Shot, Evaluation Protocol=Calibrated with Prior2018.12 | 80.9 | |
| ProtoNetBackbone=ResNet-50, Shots=20-Shot, Evaluation Protocol=Calibrated with Prior2018.12 | 80.8 | |
| ProtoNetBackbone=ResNet-50, Shots=10-Shot, Evaluation Protocol=Standard2018.12 | 80 | |
| ProtoNetBackbone=ResNet-50, Shots=10-Shot, Evaluation Protocol=Calibrated with Prior2018.12 | 79.5 | |
| FEATBackbone=ResNet-50, Shots=5-Shot, Evaluation Protocol=Standard2018.12 | 79.3 | |
| PMNBackbone=ResNet-50, Shots=5-Shot, Evaluation Protocol=Standard2018.12 | 78.8 | |
| FEATBackbone=ResNet-50, Shots=5-Shot, Evaluation Protocol=Calibrated with Prior2018.12 | 78.1 | |
| ProtoNetBackbone=ResNet-50, Shots=5-Shot, Evaluation Protocol=Standard2018.12 | 78 | |
| PMNBackbone=ResNet-50, Shots=5-Shot, Evaluation Protocol=Calibrated with Prior2018.12 | 77.9 | |
| ProtoNetBackbone=ResNet-50, Shots=5-Shot, Evaluation Protocol=Calibrated with Prior2018.12 | 77.1 | |
| FEATBackbone=ResNet-50, Shots=2-Shot, Evaluation Protocol=Standard2018.12 | 72.5 | |
| PMNBackbone=ResNet-50, Shots=2-Shot, Evaluation Protocol=Standard2018.12 | 72.1 | |
| ProtoNetBackbone=ResNet-50, Shots=2-Shot, Evaluation Protocol=Standard2018.12 | 71.4 | |
| FEATBackbone=ResNet-50, Shots=2-Shot, Evaluation Protocol=Calibrated with Prior2018.12 | 71.2 | |
| PMNBackbone=ResNet-50, Shots=2-Shot, Evaluation Protocol=Calibrated with Prior2018.12 | 70.8 | |
| ProtoNetBackbone=ResNet-50, Shots=2-Shot, Evaluation Protocol=Calibrated with Prior2018.12 | 70.5 | |
| FEATBackbone=ResNet-50, Shots=1-Shot, Evaluation Protocol=Standard2018.12 | 65.1 | |
| PMNBackbone=ResNet-50, Shots=1-Shot, Evaluation Protocol=Standard2018.12 | 64.8 | |
| FEATBackbone=ResNet-50, Shots=1-Shot, Evaluation Protocol=Calibrated with Prior2018.12 | 63.8 | |
| PMNBackbone=ResNet-50, Shots=1-Shot, Evaluation Protocol=Calibrated with Prior2018.12 | 63.4 | |
| ProtoNetBackbone=ResNet-50, Shots=1-Shot, Evaluation Protocol=Calibrated with Prior2018.12 | 62.9 | |
| ProtoNetBackbone=ResNet-50, Shots=1-Shot, Evaluation Protocol=Standard2018.12 | 61.4 |