Meta-Dataset
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Few-shot classification | Meta-Dataset (test) | Omniglot94.4 | 48 | |
| Few-shot Classification | Meta-Dataset | Avg Seen Accuracy85 | 45 | |
| Few-shot classification | Meta-Dataset 1.0 (test) | ILSVRC Accuracy77.02 | 42 | |
| Few-shot Image Classification | Meta-Dataset (test) | Omniglot Accuracy97.2 | 40 | |
| Few-shot classification | Meta-Dataset In-Domain | ImageNet Accuracy75.72 | 11 | |
| Few-shot classification | Meta-Dataset Aggregate In-Domain and Out-of-Domain Mean | In-Domain Accuracy73.8 | 11 | |
| Image Classification | Meta-Dataset v2 (test) | Omniglot Accuracy90.9 | 8 | |
| Few-shot domain generalization | Meta-Dataset ImageNet-only v1 (train) | Accuracy (ImageNet)56.66 | 8 | |
| 5-way Few-shot Image Classification | Meta-dataset | mini_test Accuracy98.52 | 6 | |
| Image Classification | Meta-Dataset | Accuracy (ILSVRC)60.53 | 4 | |
| Image Classification | Meta-Dataset (test) | ILSVRC Accuracy0.598 | 1 |
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