20-way 5-shot Classification on Omniglot (test)
99.14AccuracyiMAML
Evaluation Results
| Method | Links | |
|---|---|---|
| iMAMLInner optimizer=Hessian-Free2019.09 | 99.14 | |
| MAML2019.09 | 98.9 | |
| Oracle-ProtoNetscontrol=true2018.10 | 98.81 | |
| MAML (Replication)Size=113.21K, MACs=10.07M2021.09 | 98.78 | |
| iMAMLInner optimizer=Gradient Descent (GD)2019.09 | 98.69 | |
| Matching NetsSize=225.91K, MACs=20.29M2021.09 | 98.5 | |
| first-order MAML2019.09 | 97.9 | |
| Reptile2019.09 | 97.12 | |
| Siamese NetsSize=35.96M, MACs=1.36G2021.09 | 97 | |
| Oracle-MAMLcontrol=true2018.10 | 96.29 | |
| ACAI CACTUS-MAMLEmbedding=ACAI, k=500, P=1002018.10 | 73.36 | |
| ACAI knn-nearest neighborsEmbedding=ACAI, Protocol=knn-nearest neighbors2018.10 | 66.38 | |
| ACAI linear classifierEmbedding=ACAI, Protocol=linear classifier2018.10 | 66.33 | |
| ACAI CACTUS-ProtoNetsEmbedding=ACAI, k=500, P=1002018.10 | 66.27 | |
| ACAI MLP with dropoutEmbedding=ACAI, Protocol=MLP with dropout2018.10 | 58.62 | |
| BiGAN CACTUS-MAMLEmbedding=BiGAN, k=500, P=1002018.10 | 58.62 | |
| BiGAN CACTUS-ProtoNetsEmbedding=BiGAN, k=500, P=1002018.10 | 50.62 | |
| Training from scratch2018.10 | 47.62 | |
| BiGAN knn-nearest neighborsEmbedding=BiGAN, Protocol=knn-nearest neighbors2018.10 | 46.7 | |
| ACAI cluster matchingEmbedding=ACAI, Protocol=cluster matching, k=5002018.10 | 45.93 | |
| BiGAN linear classifierEmbedding=BiGAN, Protocol=linear classifier2018.10 | 45.82 | |
| BiGAN MLP with dropoutEmbedding=BiGAN, Protocol=MLP with dropout2018.10 | 40.71 | |
| BiGAN cluster matchingEmbedding=BiGAN, Protocol=cluster matching, k=5002018.10 | 31.06 |