5-way Cross-domain Classification on mini-ImageNet to CUB (test)
58.86AccuracyHyperShot
Evaluation Results
| Method | Links | |
|---|---|---|
| HyperShotn-shot=5-shot, finetuning=true2022.03 | 58.86 | |
| HyperShotn-shot=5-shot, finetuning=false2022.03 | 57.77 | |
| Baseline++shots=5-shot2019.10 | 57.31 | |
| Baseline++n-shot=5-shot2022.03 | 57.31 | |
| OVE PG GP + Cosine (PL)n-shot=5-shot2022.03 | 57.23 | |
| DKT + BNCosSimshots=5-shot2019.10 | 56.4 | |
| DKTn-shot=5-shot2022.03 | 56.4 | |
| OVE PG GP + Cosine (ML)n-shot=5-shot2022.03 | 55.71 | |
| DKT + CosSimshots=5-shot2019.10 | 55.65 | |
| DKT + Linearshots=5-shot2019.10 | 54.2 | |
| ProtoNetshots=5-shot2019.10 | 52.16 | |
| ProtoNetn-shot=5-shot2022.03 | 52.16 | |
| RelationNetshots=5-shot2019.10 | 51.76 | |
| RelationNetn-shot=5-shot2022.03 | 51.76 | |
| Bayesian MAMLn-shot=5-shot2022.03 | 51.35 | |
| MatchingNetshots=5-shot2019.10 | 50.72 | |
| MatchingNetn-shot=5-shot2022.03 | 50.72 | |
| Feature Transfershots=5-shot2019.10 | 50.34 | |
| Feature Transfern-shot=5-shot2022.03 | 50.34 | |
| MAMLshots=5-shot2019.10 | 48.83 | |
| MAMLn-shot=5-shot2022.03 | 48.83 | |
| DKT + CosSimshots=1-shot2019.10 | 40.22 | |
| DKT + BNCosSimshots=1-shot2019.10 | 40.14 | |
| DKTn-shot=1-shot2022.03 | 40.14 | |
| HyperShotn-shot=1-shot, finetuning=true2022.03 | 40.03 | |
| OVE PG GP + Cosine (ML)n-shot=1-shot2022.03 | 39.66 | |
| Baseline++shots=1-shot2019.10 | 39.19 | |
| Baseline++n-shot=1-shot2022.03 | 39.19 | |
| HyperShotn-shot=1-shot, finetuning=false2022.03 | 39.09 | |
| DKT + Linearshots=1-shot2019.10 | 38.72 | |
| OVE PG GP + Cosine (PL)n-shot=1-shot2022.03 | 37.49 | |
| RelationNetshots=1-shot2019.10 | 37.13 | |
| RelationNetn-shot=1-shot2022.03 | 37.13 | |
| MatchingNetshots=1-shot2019.10 | 36.98 | |
| MatchingNetn-shot=1-shot2022.03 | 36.98 | |
| MAMLshots=1-shot2019.10 | 34.01 | |
| MAMLn-shot=1-shot2022.03 | 34.01 | |
| Bayesian MAMLn-shot=1-shot2022.03 | 33.52 | |
| ProtoNetshots=1-shot2019.10 | 33.27 | |
| ProtoNetn-shot=1-shot2022.03 | 33.27 | |
| Feature Transfershots=1-shot2019.10 | 32.77 | |
| Feature Transfern-shot=1-shot2022.03 | 32.77 |