Few-Shot Image Classification on Omniglot 5-Way
99.7AccuracyOur GNN
Evaluation Results
| Method | Links | |
|---|---|---|
| Our GNNShots=5-shot2017.11 | 99.7 | |
| ConvNet with MemoryShots=5-shot2017.11 | 99.6 | |
| N. StatisticianShots=5-shot2017.11 | 99.5 | |
| Prototypical NetworksShots=5-shot2017.11 | 99.3 | |
| Our GNNShots=1-shot2017.11 | 99.2 | |
| Matching NetworksShots=5-shot2017.11 | 98.9 | |
| Meta NetworksShots=1-shot2017.11 | 98.9 | |
| Siamese NetShots=5-shot2017.11 | 98.4 | |
| ConvNet with MemoryShots=1-shot2017.11 | 98.4 | |
| Matching NetworksShots=1-shot2017.11 | 98.1 | |
| N. StatisticianShots=1-shot2017.11 | 98.1 | |
| Prototypical NetworksShots=1-shot2017.11 | 97.4 | |
| Siamese NetShots=1-shot2017.11 | 97.3 | |
| PixelsShots=5-shot2017.11 | 63.2 | |
| PixelsShots=1-shot2017.11 | 41.7 |