Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Name Tuning | 94.7 | No | Few-Shot Classification of Interactive Activitie... | 2024-06-03 | Code |
| 2 | AMeFu-Net | 86.8 | No | Depth Guided Adaptive Meta-Fusion Network for Fe... | 2020-10-20 | Code |
| 3 | STRM | 86.7 | No | Spatio-temporal Relation Modeling for Few-shot A... | 2021-12-09 | Code |
| 4 | HyRSM | 86.1 | No | Hybrid Relation Guided Set Matching for Few-shot... | 2022-04-28 | Code |
| 5 | TRX | 85.9 | No | Temporal-Relational CrossTransformers for Few-Sh... | 2021-01-15 | Code |
| 6 | OTAM | 85.8 | No | Few-Shot Video Classification via Temporal Align... | 2019-06-27 | - |
| 7 | ARN | 82.4 | No | Few-shot Action Recognition with Permutation-inv... | 2020-01-12 | Code |
| 8 | TARN | 78.5 | No | TARN: Temporal Attentive Relation Network for Fe... | 2019-07-21 | - |