Few-shot classification on Omniglot 20-way 5-shot (test)
99.65AccuracyMC2
Evaluation results
| Method | Links | |
|---|---|---|
| MC2Ensemble=3 model2019.02 | 99.65 | |
| SNAIL2019.02 | 99.36 | |
| MAML++2019.02 | 99.33 | |
| MC22019.02 | 99.24 | |
| MC12019.02 | 99.23 | |
| GNN2019.02 | 99 | |
| Meta-SGD2019.02 | 98.97 | |
| MAML2019.02 | 98.9 | |
| ProtoNetsClustering=N/A, Supervised=true2020.04 | 98.81 | |
| Units-MLLabeling budget (Number of Tasks)=10000 Tasks, Task selection protocol=ML2022.03 | 96.61 | |
| MAMLClustering=N/A, Supervised=true2020.04 | 96.29 | |
| Units-NTSLabeling budget (Number of Tasks)=10000 Tasks, Task selection protocol=NTS2022.03 | 95.66 | |
| Units-MLLabeling budget (Number of Tasks)=8000 Tasks, Task selection protocol=ML2022.03 | 94.16 | |
| ULDA-ProtoNetsClustering=N/A2020.04 | 94.08 | |
| Units-NTSLabeling budget (Number of Tasks)=8000 Tasks, Task selection protocol=NTS2022.03 | 94.05 | |
| Units-MLLabeling budget (Number of Tasks)=4000 Tasks, Task selection protocol=ML2022.03 | 93.2 | |
| ULDA-MetaOptNetClustering=N/A2020.04 | 92.48 | |
| UMTRAClustering=N/A2020.04 | 92.12 | |
| Units-NTSLabeling budget (Number of Tasks)=4000 Tasks, Task selection protocol=NTS2022.03 | 91.32 | |
| Versa NTSLabeling budget (Number of Tasks)=10000 Tasks, Task selection protocol=NTS2022.03 | 90.67 | |
| Versa TSLabeling budget (Number of Tasks)=10000 Tasks, Task selection protocol=TS2022.03 | 90.6 | |
| MAMLLabeling budget (Number of Tasks)=8000 Tasks, Task selection protocol=Random2022.03 | 89.75 | |
| Versa NTSLabeling budget (Number of Tasks)=8000 Tasks, Task selection protocol=NTS2022.03 | 89.65 | |
| Versa TSLabeling budget (Number of Tasks)=8000 Tasks, Task selection protocol=TS2022.03 | 89.19 | |
| AAL-MAML++Clustering=N/A2020.04 | 88.32 | |
| MAMLLabeling budget (Number of Tasks)=10000 Tasks, Task selection protocol=Random2022.03 | 88.26 | |
| MAMLLabeling budget (Number of Tasks)=4000 Tasks, Task selection protocol=Random2022.03 | 86.62 | |
| Versa NTSLabeling budget (Number of Tasks)=4000 Tasks, Task selection protocol=NTS2022.03 | 85.05 | |
| Versa TSLabeling budget (Number of Tasks)=4000 Tasks, Task selection protocol=TS2022.03 | 84.55 | |
| UA-MetaSGD TSLabeling budget (Number of Tasks)=10000 Tasks, Task selection protocol=TS2022.03 | 81.74 | |
| UA-MetaSGD NTSLabeling budget (Number of Tasks)=10000 Tasks, Task selection protocol=NTS2022.03 | 79.94 | |
| UA-MetaSGD TSLabeling budget (Number of Tasks)=8000 Tasks, Task selection protocol=TS2022.03 | 79.52 | |
| UA-MetaSGD NTSLabeling budget (Number of Tasks)=8000 Tasks, Task selection protocol=NTS2022.03 | 78.82 | |
| UA-MetaSGD TSLabeling budget (Number of Tasks)=4000 Tasks, Task selection protocol=TS2022.03 | 75.09 | |
| AAL-ProtoNetsClustering=N/A2020.04 | 74.05 | |
| UA-MetaSGD NTSLabeling budget (Number of Tasks)=4000 Tasks, Task selection protocol=NTS2022.03 | 73.65 | |
| CACTUS-MAMLClustering=ACAI2020.04 | 73.36 | |
| CACTUS-ProtoNetsClustering=ACAI2020.04 | 66.27 | |
| Training from scratchClustering=N/A2020.04 | 47.62 | |
| knn-nearest neighborsClustering=DeepCluster2020.04 | 46.7 | |
| linear classifierClustering=DeepCluster2020.04 | 45.82 | |
| MLP with dropoutClustering=DeepCluster2020.04 | 40.71 | |
| cluster matchingClustering=DeepCluster2020.04 | 31.06 |