Digit Classification on MNIST 10-way 10-shot
98.51AccuracyOracle-MAML
Evaluation Results
| Method | Links | |
|---|---|---|
| Oracle-MAMLAlgorithm=MAML2018.10 | 98.51 | |
| CACTUS-MAML on imagesGenerative Model=InfoGAN, d=12, Modality=Images, P=100, k=102018.10 | 97.31 | |
| CACTUS-MAML on imagesGenerative Model=InfoGAN, d=12, Modality=Images, P=1, k=102018.10 | 97.28 | |
| CACTUS-MAML on embeddingsGenerative Model=InfoGAN, d=12, Modality=Embeddings, P=1, k=102018.10 | 97.23 | |
| CACTUS-MAML on embeddingsGenerative Model=InfoGAN, d=12, Modality=Embeddings, P=100, k=102018.10 | 97.22 | |
| Embedding cluster matchingGenerative Model=InfoGAN, d=12, Modality=Embeddings, k=102018.10 | 96.99 | |
| Embedding linear classifierGenerative Model=InfoGAN, d=12, Modality=Embeddings2018.10 | 96.85 | |
| CACTUS-MAML on embeddingsGenerative Model=ACAI, d=256, Modality=Embeddings, P=1, k=102018.10 | 96.8 | |
| CACTUS-MAML on imagesGenerative Model=ACAI, d=256, Modality=Images, P=1, k=102018.10 | 96.29 | |
| Embedding knn-nearest neighborsGenerative Model=InfoGAN, d=12, Modality=Embeddings2018.10 | 96.24 | |
| Embedding cluster matchingGenerative Model=ACAI, d=256, Modality=Embeddings, k=102018.10 | 96.01 | |
| Embedding linear classifierGenerative Model=ACAI, d=256, Modality=Embeddings2018.10 | 94.58 | |
| Embedding knn-nearest neighborsGenerative Model=ACAI, d=256, Modality=Embeddings2018.10 | 91.9 | |
| CACTUS-MAML on imagesGenerative Model=BiGAN, d=50, Modality=Images, P=100, k=102018.10 | 83.9 | |
| CACTUS-MAML on imagesGenerative Model=BiGAN, d=50, Modality=Images, P=1, k=102018.10 | 68.38 | |
| CACTUS-MAML on embeddingsGenerative Model=BiGAN, d=50, Modality=Embeddings, P=100, k=102018.10 | 67.34 | |
| Embedding linear classifierGenerative Model=BiGAN, d=50, Modality=Embeddings2018.10 | 60.7 | |
| CACTUS-MAML on embeddingsGenerative Model=BiGAN, d=50, Modality=Embeddings, P=1, k=102018.10 | 57.41 | |
| Embedding cluster matchingGenerative Model=BiGAN, d=50, Modality=Embeddings, k=102018.10 | 52.95 | |
| Embedding knn-nearest neighborsGenerative Model=BiGAN, d=50, Modality=Embeddings2018.10 | 51.98 |