Metric: mAP (higher is better)
| # | Model↕ | mAP▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MLAD | 51.5 | No | Modeling Multi-Label Action Dependencies for Tem... | 2021-03-04 | Code |
| 2 | CTRN | 51.2 | No | CTRN: Class-Temporal Relational Network for Acti... | 2021-10-26 | - |
| 3 | PDAN | 47.6 | No | - | - | Code |
| 4 | TGM | 46.4 | No | Temporal Gaussian Mixture Layer for Videos | 2018-03-16 | Code |
| 5 | MS-TCT (RGB only) | 43.1 | No | MS-TCT: Multi-Scale Temporal ConvTransformer for... | 2021-12-07 | Code |
| 6 | I3D + our super-event | 36.4 | No | Learning Latent Super-Events to Detect Multiple ... | 2017-12-05 | Code |
| 7 | Two-stream + LSTM | 28.1 | No | Every Moment Counts: Dense Detailed Labeling of ... | 2015-07-21 | Code |
| 8 | Two-stream | 27.6 | No | Every Moment Counts: Dense Detailed Labeling of ... | 2015-07-21 | Code |