Digit Classification on MNIST 10-way 5-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 | 97.22 | |
| CACTUS-MAML on imagesGenerative Model=InfoGAN, d=12, Modality=Images, P=1, k=102018.10 | 97.18 | |
| CACTUS-MAML on embeddingsGenerative Model=InfoGAN, d=12, Modality=Embeddings, P=1, k=102018.10 | 97.13 | |
| CACTUS-MAML on embeddingsGenerative Model=InfoGAN, d=12, Modality=Embeddings, P=100, k=102018.10 | 97.08 | |
| Embedding cluster matchingGenerative Model=InfoGAN, d=12, Modality=Embeddings, k=102018.10 | 96.97 | |
| Embedding linear classifierGenerative Model=InfoGAN, d=12, Modality=Embeddings2018.10 | 96.61 | |
| CACTUS-MAML on embeddingsGenerative Model=ACAI, d=256, Modality=Embeddings, P=1, k=102018.10 | 96.56 | |
| CACTUS-MAML on imagesGenerative Model=ACAI, d=256, Modality=Images, P=1, k=102018.10 | 96.08 | |
| Embedding knn-nearest neighborsGenerative Model=InfoGAN, d=12, Modality=Embeddings2018.10 | 96.05 | |
| Embedding cluster matchingGenerative Model=ACAI, d=256, Modality=Embeddings, k=102018.10 | 95.92 | |
| Embedding linear classifierGenerative Model=ACAI, d=256, Modality=Embeddings2018.10 | 92.17 | |
| Embedding knn-nearest neighborsGenerative Model=ACAI, d=256, Modality=Embeddings2018.10 | 88.8 | |
| CACTUS-MAML on imagesGenerative Model=BiGAN, d=50, Modality=Images, P=100, k=102018.10 | 77.05 | |
| CACTUS-MAML on imagesGenerative Model=BiGAN, d=50, Modality=Images, P=1, k=102018.10 | 62.2 | |
| CACTUS-MAML on embeddingsGenerative Model=BiGAN, d=50, Modality=Embeddings, P=100, k=102018.10 | 60.74 | |
| CACTUS-MAML on embeddingsGenerative Model=BiGAN, d=50, Modality=Embeddings, P=1, k=102018.10 | 51.78 | |
| Embedding linear classifierGenerative Model=BiGAN, d=50, Modality=Embeddings2018.10 | 51.69 | |
| Embedding cluster matchingGenerative Model=BiGAN, d=50, Modality=Embeddings, k=102018.10 | 50.21 | |
| Embedding knn-nearest neighborsGenerative Model=BiGAN, d=50, Modality=Embeddings2018.10 | 44.59 |