Metric: Accuracy (%) (higher is better)
| # | Model↕ | Accuracy (%)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | HERMES | 93.5 | No | HERMES: temporal-coHERent long-forM understandin... | 2024-08-30 | Code |
| 2 | MA-LMM | 93.2 | No | MA-LMM: Memory-Augmented Large Multimodal Model ... | 2024-04-08 | Code |
| 3 | S5 | 90.8 | No | Selective Structured State-Spaces for Long-Form ... | 2023-03-25 | - |
| 4 | D-Sprv. | 90 | No | Learning To Recognize Procedural Activities with... | 2022-01-26 | Code |
| 5 | TranS4mer | 89.3 | No | Efficient Movie Scene Detection using State-Spac... | 2022-12-29 | Code |
| 6 | ViS4mer | 88.4 | No | Long Movie Clip Classification with State-Space ... | 2022-04-04 | Code |
| 7 | TSN | 73.4 | No | Temporal Segment Networks for Action Recognition... | 2017-05-08 | Code |