5-way 5-shot Classification on Omniglot (test)
99.93AccuracyMeta-SGD
Evaluation results
| Method | Links | |
|---|---|---|
| Meta-SGD2019.02 | 99.93 | |
| MAML++2019.02 | 99.93 | |
| MAML2019.09 | 99.9 | |
| MAML2019.02 | 99.9 | |
| MC2Ensemble=3 model2019.02 | 99.89 | |
| MC22019.02 | 99.79 | |
| SNAIL2019.02 | 99.78 | |
| iMAMLInner optimizer=Hessian-Free2019.09 | 99.74 | |
| GNN2019.02 | 99.7 | |
| iMAMLInner optimizer=Gradient Descent (GD)2019.09 | 99.67 | |
| Oracle-ProtoNetscontrol=true2018.10 | 99.58 | |
| Supervised ProtoNetsFeature Extractor=N/A2020.06 | 99.58 | |
| MC12019.02 | 99.57 | |
| Reptile2019.09 | 99.48 | |
| first-order MAML2019.09 | 99.2 | |
| Oracle-MAMLcontrol=true2018.10 | 98.83 | |
| Supervised MAMLFeature Extractor=N/A2020.06 | 98.83 | |
| LASIUM-RO-GAN-MAMLFeature Extractor=N/A2020.06 | 95.29 | |
| UMTRA-MAMLFeature Extractor=N/A2020.06 | 94.58 | |
| LASIUM-N-VAE-MAMLFeature Extractor=N/A2020.06 | 94.42 | |
| LASIUM-RO-GAN-ProtoNetsFeature Extractor=N/A2020.06 | 91.1 | |
| Transfer Learning (VGG-19)Feature Extractor=N/A2020.06 | 89.57 | |
| ACAI CACTUS-MAMLEmbedding=ACAI, k=500, P=1002018.10 | 87.78 | |
| CACTUS-MAMLFeature Extractor=ACAI2020.06 | 87.78 | |
| LASIUM-OC-VAE-ProtoNetsFeature Extractor=N/A2020.06 | 85.05 | |
| ACAI CACTUS-ProtoNetsEmbedding=ACAI, k=500, P=1002018.10 | 83.58 | |
| CACTUS-ProtoNetsFeature Extractor=ACAI2020.06 | 83.58 | |
| ACAI linear classifierEmbedding=ACAI, Protocol=linear classifier2018.10 | 81.82 | |
| Linear ClassifierFeature Extractor=ACAI2020.06 | 81.82 | |
| ACAI knn-nearest neighborsEmbedding=ACAI, Protocol=knn-nearest neighbors2018.10 | 81.16 | |
| K-nearest neighborsFeature Extractor=ACAI2020.06 | 81.16 | |
| BiGAN CACTUS-MAMLEmbedding=BiGAN, k=500, P=1002018.10 | 78.66 | |
| CACTUS-MAMLFeature Extractor=BIGAN2020.06 | 78.66 | |
| ACAI MLP with dropoutEmbedding=ACAI, Protocol=MLP with dropout2018.10 | 77.2 | |
| MLP with dropoutFeature Extractor=ACAI2020.06 | 77.2 | |
| Training from scratch2018.10 | 74.78 | |
| BiGAN CACTUS-ProtoNetsEmbedding=BiGAN, k=500, P=1002018.10 | 71.69 | |
| CACTUS-ProtoNetsFeature Extractor=BIGAN2020.06 | 71.69 | |
| Training from scratchFeature Extractor=N/A2020.06 | 71.44 | |
| ACAI cluster matchingEmbedding=ACAI, Protocol=cluster matching, k=5002018.10 | 71.09 | |
| Cluster matchingFeature Extractor=ACAI2020.06 | 71.09 | |
| BiGAN linear classifierEmbedding=BiGAN, Protocol=linear classifier2018.10 | 68.72 | |
| Linear ClassifierFeature Extractor=BIGAN2020.06 | 68.72 | |
| BiGAN knn-nearest neighborsEmbedding=BiGAN, Protocol=knn-nearest neighbors2018.10 | 68.06 | |
| K-nearest neighborsFeature Extractor=BIGAN2020.06 | 68.06 | |
| BiGAN MLP with dropoutEmbedding=BiGAN, Protocol=MLP with dropout2018.10 | 62.56 | |
| MLP with dropoutFeature Extractor=BIGAN2020.06 | 62.56 | |
| BiGAN cluster matchingEmbedding=BiGAN, Protocol=cluster matching, k=5002018.10 | 58.62 | |
| Cluster matchingFeature Extractor=BIGAN2020.06 | 58.62 |