Few-Shot Classification on Pascal 5i (5^0 to 5^3 evaluation)
0.911Acc (5^0)HSNet
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HSNetBackbone=ResNet50, N-way=1-way, K-shot=5-shot2022.03 | 0.911 | 0.881 | 0.82 | 0.907 | 0.88 | |
| ASNetBackbone=ResNet50, N-way=1-way, K-shot=5-shot2022.03 | 0.905 | 0.904 | 0.823 | 0.918 | 0.888 | |
| ASNetBackbone=ResNet50, N-way=2-way, K-shot=5-shot2022.03 | 0.814 | 0.814 | 0.68 | 0.806 | 0.779 | |
| HSNetBackbone=ResNet50, N-way=2-way, K-shot=5-shot2022.03 | 0.797 | 0.81 | 0.65 | 0.81 | 0.767 | |
| PANetBackbone=ResNet50, N-way=1-way, K-shot=5-shot2022.03 | 0.725 | 0.702 | 0.707 | 0.746 | 0.72 | |
| PFENetBackbone=ResNet50, N-way=1-way, K-shot=5-shot2022.03 | 0.709 | 0.845 | 0.671 | 0.804 | 0.757 | |
| PANetBackbone=ResNet50, N-way=2-way, K-shot=5-shot2022.03 | 0.611 | 0.468 | 0.44 | 0.662 | 0.545 | |
| PFENetBackbone=ResNet50, N-way=2-way, K-shot=5-shot2022.03 | 0.223 | 0.632 | 0.425 | 0.406 | 0.422 |