5-way Cross-domain Few-shot Classification on mini-ImageNet -> CUB
40.431-shot AccCDKT + Cosine
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CDKT + CosineEstimation method=ML, Temperature=tau < 12023.10 | 40.43 | 55.72 | — | |
| DKT + Cosine2023.10 | 40.22 | 55.65 | — | |
| OVE PG GP + CosineEstimation method=ML2023.10 | 39.66 | 55.71 | — | |
| Baseline++2023.10 | 39.19 | 57.31 | — | |
| CDKT + CosineEstimation method=PL, Temperature=tau < 12023.10 | 39.18 | 56.18 | — | |
| CDKT + CosineEstimation method=PL, Temperature=tau = 12023.10 | 37.62 | 54.32 | — | |
| OVE PG GP + CosineEstimation method=PL2023.10 | 37.49 | 57.23 | — | |
| RelationNet2023.10 | 37.13 | 51.76 | — | |
| MatchingNet2023.10 | 36.98 | 50.72 | — | |
| LS (Gibbs) + CosineEstimation method=PL2023.10 | 36.73 | 56.7 | — | |
| LS (Gibbs) + CosineEstimation method=ML2023.10 | 36.41 | 50.33 | — | |
| Bayesian MAML (Chaser)2023.10 | 36.22 | 51.53 | — | |
| CDKT + CosineEstimation method=ML, Temperature=tau = 12023.10 | 35.57 | 52.42 | — | |
| MAML2023.10 | 34.01 | 48.83 | — | |
| Bayesian MAML2023.10 | 33.52 | 51.35 | — | |
| ProtoNet2023.10 | 33.27 | 52.16 | — | |
| Feature Transfer2023.10 | 32.77 | 50.34 | — | |
| ABML2023.10 | 29.35 | 45.74 | — | |
| FLoRSemantic=No2026.01 | — | — | 49.99 | |
| GNN + FTSemantic=No2026.01 | — | — | 47.47 | |
| LDP-netSemantic=No2026.01 | — | — | 49.82 | |
| MAMLSemantic=No2026.01 | — | — | 43.59 | |
| MatchNetSemantic=No2026.01 | — | — | 42.62 | |
| MIFNSemantic=Yes2026.01 | — | — | 48.21 | |
| MIFN+LtriSemantic=Yes2026.01 | — | — | 49.21 | |
| MN + AFASemantic=No2026.01 | — | — | 41.02 | |
| PMCESemantic=Yes2026.01 | — | — | 52.09 | |
| ProtoNetSemantic=No2026.01 | — | — | 50.51 | |
| RelationNetSemantic=No2026.01 | — | — | 49.84 | |
| SimpleShotSemantic=No2026.01 | — | — | 48.56 | |
| StyleAdvSemantic=No2026.01 | — | — | 48.49 | |
| TA-MLASemantic=Yes2026.01 | — | — | 48.57 | |
| TPN-FAPSemantic=Yes2026.01 | — | — | 50.56 |