N-way K-shot Image Classification on Omniglot (test)
97.7Accuracy (5,1)ProtoNet
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ProtoNetArchitecture=Conv-4, Pre-training=Supervised2020.06 | 97.7 | 99.28 | 94.4 | 98.39 | |
| UFLSTArchitecture=Conv-4, Pre-training=Unsupervised2020.06 | 97.03 | 99.19 | 91.28 | 97.37 | |
| MAMLArchitecture=Conv-4, Pre-training=Supervised2020.06 | 94.46 | 98.83 | 84.6 | 96.29 | |
| Pre+LinearArchitecture=Conv-4, Pre-training=Supervised2020.06 | 94.3 | 99.08 | 86.05 | 97.11 | |
| AAL-MAML++Architecture=Conv-4, Pre-training=Unsupervised2020.06 | 88.4 | 97.96 | 70.21 | 88.32 | |
| ProtoTransferArchitecture=Conv-4, Pre-training=Unsupervised2020.06 | 88 | 96.48 | 72.27 | 89.08 | |
| AAL-ProtoNetArchitecture=Conv-4, Pre-training=Unsupervised2020.06 | 84.66 | 89.14 | 68.79 | 74.28 | |
| UMTRAArchitecture=Conv-4, Pre-training=Unsupervised2020.06 | 83.8 | 95.43 | 74.25 | 92.12 | |
| CACTUS-MAMLArchitecture=Conv-4, Pre-training=Unsupervised2020.06 | 68.84 | 87.78 | 48.09 | 73.36 | |
| CACTUS-ProtoNetArchitecture=Conv-4, Pre-training=Unsupervised2020.06 | 68.12 | 83.58 | 47.75 | 66.27 | |
| Training (scratch)Architecture=Conv-4, Training=Randomly Initialized2020.06 | 52.5 | 74.78 | 24.91 | 47.62 |