5-way 1-shot Classification on Omniglot
98.35AccuracySupervised ProtoNets
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Supervised ProtoNetsFeature Extractor=N/A2020.06 | 98.35 | — | |
| Supervised MAMLFeature Extractor=N/A2020.06 | 94.46 | — | |
| OracleSelection Strategy=Oracle2025.12 | 86.2 | — | |
| LASIUM-RO-GAN-MAMLFeature Extractor=N/A2020.06 | 83.26 | — | |
| UMTRA-MAMLFeature Extractor=N/A2020.06 | 81.91 | — | |
| LASIUM-RO-GAN-ProtoNetsFeature Extractor=N/A2020.06 | 80.15 | — | |
| LASIUM-N-VAE-MAMLFeature Extractor=N/A2020.06 | 76.11 | — | |
| LASIUM-OC-VAE-ProtoNetsFeature Extractor=N/A2020.06 | 73.22 | — | |
| Source-ValSelection Strategy=Source Validation2025.12 | 72.8 | — | |
| CACTUS-MAMLFeature Extractor=ACAI2020.06 | 68.84 | — | |
| CACTUS-ProtoNetsFeature Extractor=ACAI2020.06 | 68.12 | — | |
| Linear ClassifierFeature Extractor=ACAI2020.06 | 61.08 | — | |
| CACTUS-MAMLFeature Extractor=BIGAN2020.06 | 58.18 | — | |
| K-nearest neighborsFeature Extractor=ACAI2020.06 | 57.46 | — | |
| Cluster matchingFeature Extractor=ACAI2020.06 | 54.94 | — | |
| CACTUS-ProtoNetsFeature Extractor=BIGAN2020.06 | 54.74 | — | |
| Transfer Learning (VGG-19)Feature Extractor=N/A2020.06 | 54.49 | — | |
| MLP with dropoutFeature Extractor=ACAI2020.06 | 51.95 | — | |
| Training from scratchFeature Extractor=N/A2020.06 | 51.64 | — | |
| K-nearest neighborsFeature Extractor=BIGAN2020.06 | 49.55 | — | |
| Linear ClassifierFeature Extractor=BIGAN2020.06 | 48.28 | — | |
| Cluster matchingFeature Extractor=BIGAN2020.06 | 43.96 | — | |
| MLP with dropoutFeature Extractor=BIGAN2020.06 | 40.54 | — |