Image Classification on Omniglot 5-way 1-shot (test)
98.23AccuracyUnits-ML
Evaluation results
| Method | Links | |
|---|---|---|
| Units-MLLabeling budget (Number of Tasks)=10000 Tasks, Task selection protocol=ML2022.03 | 98.23 | |
| Units-MLLabeling budget (Number of Tasks)=8000 Tasks, Task selection protocol=ML2022.03 | 97.9 | |
| Units-NTSLabeling budget (Number of Tasks)=10000 Tasks, Task selection protocol=NTS2022.03 | 96.98 | |
| Fully Adaptive Hebbian RoutingBackbone=Swin-Tiny2026.06 | 96.94 | |
| Adaptive PlasticityBackbone=Swin-Tiny2026.06 | 96.92 | |
| Fixed HebbianBackbone=Swin-Tiny2026.06 | 96.74 | |
| Adaptive PlacementBackbone=Swin-Tiny2026.06 | 96.63 | |
| BaseBackbone=Swin-Tiny2026.06 | 96.14 | |
| Units-NTSLabeling budget (Number of Tasks)=8000 Tasks, Task selection protocol=NTS2022.03 | 96.13 | |
| Fully Adaptive Hebbian RoutingBackbone=ViT-Small2026.06 | 95.48 | |
| Fully Adaptive Hebbian RoutingBackbone=DeiT-Small2026.06 | 95.48 | |
| BaseBackbone=ViT-Small2026.06 | 95.42 | |
| BaseBackbone=DeiT-Small2026.06 | 95.42 | |
| Units-MLLabeling budget (Number of Tasks)=4000 Tasks, Task selection protocol=ML2022.03 | 95 | |
| Adaptive PlasticityBackbone=ViT-Small2026.06 | 94.92 | |
| Adaptive PlasticityBackbone=DeiT-Small2026.06 | 94.92 | |
| Adaptive PlacementBackbone=ViT-Small2026.06 | 94.9 | |
| Adaptive PlacementBackbone=DeiT-Small2026.06 | 94.9 | |
| Units-NTSLabeling budget (Number of Tasks)=4000 Tasks, Task selection protocol=NTS2022.03 | 92.38 | |
| UA-MetaSGD TSLabeling budget (Number of Tasks)=10000 Tasks, Task selection protocol=TS2022.03 | 91.62 | |
| UA-MetaSGD TSLabeling budget (Number of Tasks)=8000 Tasks, Task selection protocol=TS2022.03 | 90.5 | |
| Fixed HebbianBackbone=ViT-Small2026.06 | 89.99 | |
| Fixed HebbianBackbone=DeiT-Small2026.06 | 89.99 | |
| UA-MetaSGD NTSLabeling budget (Number of Tasks)=10000 Tasks, Task selection protocol=NTS2022.03 | 89.76 | |
| UA-MetaSGD NTSLabeling budget (Number of Tasks)=8000 Tasks, Task selection protocol=NTS2022.03 | 88.64 | |
| Versa TSLabeling budget (Number of Tasks)=10000 Tasks, Task selection protocol=TS2022.03 | 88.23 | |
| Versa NTSLabeling budget (Number of Tasks)=10000 Tasks, Task selection protocol=NTS2022.03 | 88 | |
| UA-MetaSGD TSLabeling budget (Number of Tasks)=4000 Tasks, Task selection protocol=TS2022.03 | 87.08 | |
| Versa TSLabeling budget (Number of Tasks)=8000 Tasks, Task selection protocol=TS2022.03 | 85.8 | |
| Versa NTSLabeling budget (Number of Tasks)=8000 Tasks, Task selection protocol=NTS2022.03 | 85.7 | |
| MAMLLabeling budget (Number of Tasks)=10000 Tasks, Task selection protocol=Random2022.03 | 85.56 | |
| UA-MetaSGD NTSLabeling budget (Number of Tasks)=4000 Tasks, Task selection protocol=NTS2022.03 | 85.06 | |
| MAMLLabeling budget (Number of Tasks)=8000 Tasks, Task selection protocol=Random2022.03 | 80.18 | |
| Versa NTSLabeling budget (Number of Tasks)=4000 Tasks, Task selection protocol=NTS2022.03 | 74.3 | |
| Versa TSLabeling budget (Number of Tasks)=4000 Tasks, Task selection protocol=TS2022.03 | 73.97 | |
| MAMLLabeling budget (Number of Tasks)=4000 Tasks, Task selection protocol=Random2022.03 | 73.44 |