50-shot 5-way Classification on miniImageNet (test)
75.54AccuracyMAML
Evaluation Results
| Method | Links | |
|---|---|---|
| MAMLClustering=N/A, Training Protocol=Supervised (Upper Bound), Backbone=4-layer CNN2020.04 | 75.54 | |
| ProtoNetsClustering=N/A, Training Protocol=Supervised (Upper Bound), Backbone=4-layer CNN2020.04 | 72.04 | |
| CACTUs-MAMLClustering=DeepCluster, Training Protocol=Unsupervised, Backbone=4-layer CNN2020.04 | 69.64 | |
| ULDA-MetaOptNetClustering=N/A, Training Protocol=Unsupervised, Backbone=4-layer CNN2020.04 | 67.65 | |
| UMTRAClustering=N/A, Training Protocol=Unsupervised, Backbone=4-layer CNN2020.04 | 67.15 | |
| ULDA-ProtoNetsClustering=N/A, Training Protocol=Unsupervised, Backbone=4-layer CNN2020.04 | 66.43 | |
| linear classifierClustering=DeepCluster, Training Protocol=Unsupervised, Backbone=4-layer CNN2020.04 | 65.28 | |
| knn-nearest neighborsClustering=DeepCluster, Training Protocol=Unsupervised, Backbone=4-layer CNN2020.04 | 63.9 | |
| CACTUs-ProtoNetsClustering=DeepCluster, Training Protocol=Unsupervised, Backbone=4-layer CNN2020.04 | 63.55 | |
| MLP with dropoutClustering=DeepCluster, Training Protocol=Unsupervised, Backbone=4-layer CNN2020.04 | 60.95 | |
| Training from scratchClustering=N/A, Training Protocol=Unsupervised, Backbone=4-layer CNN2020.04 | 59.63 | |
| cluster matchingClustering=DeepCluster, Training Protocol=Unsupervised, Backbone=4-layer CNN2020.04 | 26.87 |