Classification on Omniglot 20-way (test)
98.97AccuracyMeta-SGD
Evaluation Results
| Method | Links | |
|---|---|---|
| Meta-SGDshot=5-shot2017.07 | 98.97 | |
| MAMLshot=5-shot2017.07 | 98.9 | |
| Matching Netsshot=5-shot2017.07 | 98.5 | |
| Siamese Netsshot=5-shot2017.07 | 97 | |
| Meta-SGDshot=1-shot2017.07 | 95.93 | |
| MAMLshot=1-shot2017.07 | 95.8 | |
| Flow-based Reduction (FBR)M=5, # of Param=1.372023.03 | 95.71 | |
| Flow-based Reduction (FBR)M=7, # of Param=1.462023.03 | 95.68 | |
| Flow-based Reduction (FBR)M=3, # of Param=0.912023.03 | 94.99 | |
| Matching Netsshot=1-shot2017.07 | 93.8 | |
| Gumbel-Matrix# of Param=9.082023.03 | 93.52 | |
| Single Task# of Param=20.002023.03 | 93.48 | |
| Shared Bottom# of Param=1.002023.03 | 93.25 | |
| MoE# of Param=9.082023.03 | 92.19 | |
| Siamese Netsshot=1-shot2017.07 | 88.2 | |
| CMTR2023.03 | 87.19 | |
| Soft Ordering# of Param=0.272023.03 | 66.59 |