Metric: 1:1 Accuracy (higher is better)
| # | Model↕ | 1:1 Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | STRM | 96.8 | Yes | Spatio-temporal Relation Modeling for Few-shot A... | 2021-12-09 | Code |
| 2 | Learn2Aug + TRX | 96.5 | No | Learn2Augment: Learning to Composite Videos for ... | 2022-06-09 | - |
| 3 | TRX | 96.1 | No | Temporal-Relational CrossTransformers for Few-Sh... | 2021-01-15 | Code |
| 4 | AMeFu-Net | 95.5 | No | Depth Guided Adaptive Meta-Fusion Network for Fe... | 2020-10-20 | Code |
| 5 | HyRSM | 94.7 | No | Hybrid Relation Guided Set Matching for Few-shot... | 2022-04-28 | Code |
| 6 | HF-AR | 86.4 | No | - | - | - |
| 7 | ARN | 83.1 | No | Few-shot Action Recognition with Permutation-inv... | 2020-01-12 | Code |