Few-shot classification on Traffic Signs Meta-Dataset 1.0 (test)
74.7AccuracySimple AR-CNAPS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Simple AR-CNAPS2019.12 | 74.7 | — | |
| Simple CNAPS2019.12 | 73.5 | — | |
| FinetuneTraining source=all datasets2019.03 | 66.74 | 1 | |
| Finetune2019.12 | 66.7 | — | |
| AR-CNAPS2019.12 | 60.2 | — | |
| CNAPS2019.12 | 60.1 | — | |
| MatchingNet2019.12 | 55.6 | — | |
| MatchingNetTraining source=all datasets2019.03 | 55.57 | 2 | |
| Proto-MAMLTraining source=all datasets2019.03 | 52.42 | 3 | |
| ProtoMAML2019.12 | 52.3 | — | |
| ProtoNet2019.12 | 46.5 | — | |
| ProtoNetTraining source=all datasets2019.03 | 46.48 | 4 | |
| fo-MAMLTraining source=all datasets2019.03 | 42.91 | 5 | |
| k-NNTraining source=all datasets2019.03 | 40.11 | 6 | |
| k-NN2019.12 | 40.1 | — | |
| RelationNet2019.12 | 37.5 | — | |
| RelationNetTraining source=all datasets2019.03 | 37.48 | 7 | |
| MAML2019.12 | 34.2 | — |