5-way Few-shot Classification on Omniglot (test)
99.8Accuracy (1-shot)DCN4
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DCN4layers=42019.09 | 99.8 | 99.891 | — | — | |
| Relation nets2019.09 | 99.6 | 99.8 | — | — | |
| Meta-SGD2019.09 | 99.53 | 99.93 | — | — | |
| MAML++Ways=52018.10 | 99.47 | 99.93 | — | — | |
| Support nets6layers=62019.09 | 99.37 | 99.8 | — | — | |
| Support nets4layers=42019.09 | 99.24 | 99.75 | — | — | |
| SNAIL2019.09 | 99.07 | 99.78 | — | — | |
| MetaNet2017.12 | 98.95 | — | — | — | |
| Meta-NetworksWays=52018.10 | 98.95 | — | — | — | |
| Prototypical NetworksDistance=Euclidean, Fine-tune=No2017.03 | 98.8 | 99.7 | — | — | |
| Prototypical nets2019.09 | 98.8 | 99.7 | — | — | |
| MAML2019.09 | 98.7 | 99.9 | — | — | |
| MAML (local replication)Ways=52018.10 | 98.57 | 99.82 | — | — | |
| Memory Mod.Ways=52018.10 | 98.4 | 99.6 | — | — | |
| Matching NetworksDistance=Cosine, Fine-tune=No2017.03 | 98.1 | 98.9 | — | — | |
| Neural StatisticianFine-tune=No2017.03 | 98.1 | 99.5 | — | — | |
| Matching Nets2017.12 | 98.1 | 98.9 | — | — | |
| Matching NetsWays=52018.10 | 98.1 | 98.9 | — | — | |
| Neural StatisticianWays=52018.10 | 98.1 | 99.5 | — | — | |
| Matching nets2019.09 | 98.1 | 98.9 | — | — | |
| Neural statistician2019.09 | 98.1 | 99.5 | — | — | |
| Matching NetworksDistance=Cosine, Fine-tune=Yes2017.03 | 97.9 | 98.7 | — | — | |
| Siamese Net2017.12 | 97.3 | 98.4 | — | — | |
| Siamese NetsWays=52018.10 | 97.3 | 98.4 | — | — | |
| Siamese nets2019.09 | 97.3 | 98.4 | — | — | |
| MANN2017.12 | 82.8 | 94.9 | — | — | |
| MANN2019.09 | 82.8 | 94.9 | — | — | |
| APLShots=12019.08 | — | — | 97.9 | — | |
| APLShots=52019.08 | — | — | 99.9 | — | |
| DLMShots=12019.08 | — | — | 98.8 | — | |
| DLMShots=52019.08 | — | — | 95.4 | — | |
| Few-Shot Learning with Global Class RepresentationsShots=12019.08 | — | — | 99.72 | 0.06 | |
| Few-Shot Learning with Global Class RepresentationsShots=52019.08 | — | — | 99.9 | 0.1 | |
| MAShots=12019.08 | — | — | 98.7 | 0.4 | |
| MAShots=52019.08 | — | — | 99.9 | 0.1 | |
| MGShots=12019.08 | — | — | 99.67 | 0.18 | |
| MGShots=52019.08 | — | — | 99.86 | 0.11 | |
| MMNShots=12019.08 | — | — | 99.28 | 0.08 | |
| MMNShots=52019.08 | — | — | 99.77 | 0.04 | |
| MNShots=12019.08 | — | — | 97.9 | — | |
| MNShots=52019.08 | — | — | 98.7 | — | |
| PNShots=12019.08 | — | — | 98.8 | — | |
| PNShots=52019.08 | — | — | 99.7 | — | |
| RNShots=12019.08 | — | — | 99.6 | 0.2 | |
| RNShots=52019.08 | — | — | 99.8 | 0.1 |