| Paper | Code | 1:1 Accuracy | ModelName | ReleaseDate |
|---|---|---|---|---|
| Trokens: Semantic-Aware Relational Trajectory Tokens for Few-Shot Action Recognition | 76.7 | Trokens | 2025-08-05 | |
| A$^2$M$^2$-Net: Adaptively Aligned Multi-Scale Moment for Few-Shot Action Recognition | 74.1 | A2M2-Net | 2025-09-22 | |
| Hybrid Relation Guided Set Matching for Few-shot Action Recognition | ✓ Link | 69.0 | HyRSM | 2022-04-28 |
| Spatio-temporal Relation Modeling for Few-shot Action Recognition | ✓ Link | 68.1 | STRM | 2021-12-09 |
| Temporal-Relational CrossTransformers for Few-Shot Action Recognition | ✓ Link | 64.6 | TRX | 2021-01-15 |
| 55.1 | HF-AR | |||
| Few-Shot Video Classification via Temporal Alignment | 52.3 | OTAM | 2019-06-27 |