Few-shot classification on ImageNet All categories with priors (test)
56.76Top-5 Acc (N'=1)Cosine Classifier & Att. Weight Gen
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Cosine Classifier & Att. Weight GenBackbone=ResNet-102018.04 | 56.76 | 63.8 | 72.72 | 75.02 | 77.25 | |
| Cosine Classifier & Avg. Weight GenBackbone=ResNet-102018.04 | 56.43 | 63.41 | 70.95 | 74.75 | 77 | |
| Prototype Matching Nets w/ HBackbone=ResNet-10, Hallucination (w/ H)=true2018.04 | 56.4 | 63.3 | 70.6 | 74 | 76.2 | |
| Prototype Matching NetsBackbone=ResNet-102018.04 | 54.7 | 62 | 70.2 | 73.9 | 75.9 | |
| Matching NetworksBackbone=ResNet-102018.04 | 54.5 | 60.7 | 68.2 | 72.6 | 75.6 | |
| Prototypical-NetsBackbone=ResNet-102018.04 | 53.6 | 61.4 | 68.8 | 72 | 73.8 | |
| Logistic regression w/ HBackbone=ResNet-10, Hallucination (w/ H)=true2018.04 | 53.2 | 59.1 | 66.8 | 71.7 | 76.3 | |
| Logistic regressionBackbone=ResNet-102018.04 | 52.9 | 60.4 | 68.6 | 72.9 | 76.3 |