Few-shot classification on Omniglot 5-way 5-shot (test)
99.58AccuracyProtoNets
Evaluation results
| Method | Links | |
|---|---|---|
| ProtoNetsClustering=N/A, Supervised=true2020.04 | 99.58 | |
| Units-MLLabeling budget (Number of Tasks)=8000 Tasks, Task selection protocol=ML2022.03 | 99.23 | |
| Units-MLLabeling budget (Number of Tasks)=10000 Tasks, Task selection protocol=ML2022.03 | 99.16 | |
| Units-MLLabeling budget (Number of Tasks)=4000 Tasks, Task selection protocol=ML2022.03 | 98.86 | |
| MAMLClustering=N/A, Supervised=true2020.04 | 98.83 | |
| Units-NTSLabeling budget (Number of Tasks)=10000 Tasks, Task selection protocol=NTS2022.03 | 98.46 | |
| Units-NTSLabeling budget (Number of Tasks)=8000 Tasks, Task selection protocol=NTS2022.03 | 98.43 | |
| ULDA-ProtoNetsClustering=N/A2020.04 | 98.14 | |
| Units-NTSLabeling budget (Number of Tasks)=4000 Tasks, Task selection protocol=NTS2022.03 | 98.13 | |
| AAL-MAML++Clustering=N/A2020.04 | 97.96 | |
| ULDA-MetaOptNetClustering=N/A2020.04 | 97.6 | |
| UA-MetaSGD TSLabeling budget (Number of Tasks)=10000 Tasks, Task selection protocol=TS2022.03 | 97.48 | |
| UA-MetaSGD TSLabeling budget (Number of Tasks)=8000 Tasks, Task selection protocol=TS2022.03 | 97 | |
| MAMLLabeling budget (Number of Tasks)=10000 Tasks, Task selection protocol=Random2022.03 | 96.38 | |
| MAMLLabeling budget (Number of Tasks)=8000 Tasks, Task selection protocol=Random2022.03 | 96.26 | |
| UMTRAClustering=N/A2020.04 | 95.43 | |
| UA-MetaSGD NTSLabeling budget (Number of Tasks)=10000 Tasks, Task selection protocol=NTS2022.03 | 95.38 | |
| UA-MetaSGD NTSLabeling budget (Number of Tasks)=8000 Tasks, Task selection protocol=NTS2022.03 | 94.96 | |
| UA-MetaSGD TSLabeling budget (Number of Tasks)=4000 Tasks, Task selection protocol=TS2022.03 | 94.32 | |
| Versa NTSLabeling budget (Number of Tasks)=10000 Tasks, Task selection protocol=NTS2022.03 | 94.03 | |
| Versa TSLabeling budget (Number of Tasks)=10000 Tasks, Task selection protocol=TS2022.03 | 93.6 | |
| Versa TSLabeling budget (Number of Tasks)=8000 Tasks, Task selection protocol=TS2022.03 | 93.3 | |
| UA-MetaSGD NTSLabeling budget (Number of Tasks)=4000 Tasks, Task selection protocol=NTS2022.03 | 93.28 | |
| MAMLLabeling budget (Number of Tasks)=4000 Tasks, Task selection protocol=Random2022.03 | 92 | |
| Versa NTSLabeling budget (Number of Tasks)=8000 Tasks, Task selection protocol=NTS2022.03 | 91.93 | |
| AAL-ProtoNetsClustering=N/A2020.04 | 88.41 | |
| CACTUS-MAMLClustering=ACAI2020.04 | 87.78 | |
| Versa TSLabeling budget (Number of Tasks)=4000 Tasks, Task selection protocol=TS2022.03 | 84.97 | |
| Versa NTSLabeling budget (Number of Tasks)=4000 Tasks, Task selection protocol=NTS2022.03 | 83.97 | |
| CACTUS-ProtoNetsClustering=ACAI2020.04 | 83.58 | |
| Training from scratchClustering=N/A2020.04 | 74.78 | |
| linear classifierClustering=DeepCluster2020.04 | 68.72 | |
| knn-nearest neighborsClustering=DeepCluster2020.04 | 68.06 | |
| MLP with dropoutClustering=DeepCluster2020.04 | 62.56 | |
| cluster matchingClustering=DeepCluster2020.04 | 58.62 |