Digit Classification on MNIST 10-way 1-shot
97.31AccuracyOracle-MAML
Evaluation Results
| Method | Links | |
|---|---|---|
| Oracle-MAMLAlgorithm=MAML2018.10 | 97.31 | |
| CACTUS-MAML on embeddingsGenerative Model=InfoGAN, d=12, Modality=Embeddings, P=1, k=102018.10 | 96.69 | |
| CACTUS-MAML on embeddingsGenerative Model=InfoGAN, d=12, Modality=Embeddings, P=100, k=102018.10 | 96.48 | |
| CACTUS-MAML on imagesGenerative Model=InfoGAN, d=12, Modality=Images, P=100, k=102018.10 | 96.08 | |
| Embedding linear classifierGenerative Model=InfoGAN, d=12, Modality=Embeddings2018.10 | 95.78 | |
| CACTUS-MAML on imagesGenerative Model=InfoGAN, d=12, Modality=Images, P=1, k=102018.10 | 95.3 | |
| CACTUS-MAML on embeddingsGenerative Model=ACAI, d=256, Modality=Embeddings, P=1, k=102018.10 | 94.77 | |
| Embedding knn-nearest neighborsGenerative Model=InfoGAN, d=12, Modality=Embeddings2018.10 | 94.53 | |
| Embedding cluster matchingGenerative Model=InfoGAN, d=12, Modality=Embeddings, k=102018.10 | 93.42 | |
| CACTUS-MAML on imagesGenerative Model=ACAI, d=256, Modality=Images, P=1, k=102018.10 | 92.66 | |
| Embedding cluster matchingGenerative Model=ACAI, d=256, Modality=Embeddings, k=102018.10 | 91.28 | |
| Embedding linear classifierGenerative Model=ACAI, d=256, Modality=Embeddings2018.10 | 76.53 | |
| Embedding knn-nearest neighborsGenerative Model=ACAI, d=256, Modality=Embeddings2018.10 | 74.49 | |
| CACTUS-MAML on imagesGenerative Model=BiGAN, d=50, Modality=Images, P=100, k=102018.10 | 49.73 | |
| CACTUS-MAML on imagesGenerative Model=BiGAN, d=50, Modality=Images, P=1, k=102018.10 | 43.75 | |
| CACTUS-MAML on embeddingsGenerative Model=BiGAN, d=50, Modality=Embeddings, P=100, k=102018.10 | 37.32 | |
| CACTUS-MAML on embeddingsGenerative Model=BiGAN, d=50, Modality=Embeddings, P=1, k=102018.10 | 36.33 | |
| Embedding cluster matchingGenerative Model=BiGAN, d=50, Modality=Embeddings, k=102018.10 | 33.72 | |
| Embedding linear classifierGenerative Model=BiGAN, d=50, Modality=Embeddings2018.10 | 30.86 | |
| Embedding knn-nearest neighborsGenerative Model=BiGAN, d=50, Modality=Embeddings2018.10 | 29.25 |