Metric: Video-mAP 0.2 (higher is better)
| # | Model↕ | Video-mAP 0.2▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | HIT | 89.7 | No | Holistic Interaction Transformer Network for Act... | 2022-10-23 | Code |
| 2 | YOWO + LFB | 88.3 | No | You Only Watch Once: A Unified CNN Architecture ... | 2019-11-15 | Code |
| 3 | YOWO | 87.8 | No | You Only Watch Once: A Unified CNN Architecture ... | 2019-11-15 | Code |
| 4 | HISAN (ResNet-101 + FPN) | 87.59 | No | - | - | - |
| 5 | HISAN (VGG-16) | 85.97 | No | - | - | - |
| 6 | MOC | 80.7 | No | Actions as Moving Points | 2020-01-14 | Code |
| 7 | T-CNN | 78.4 | No | Tube Convolutional Neural Network (T-CNN) for Ac... | 2017-03-30 | Code |
| 8 | DTS | 76.1 | No | Finding Action Tubes with a Sparse-to-Dense Fram... | 2020-08-30 | - |
| 9 | MR-TS R-CNN | 74.3 | No | - | - | - |
| 10 | TACNet | 74.1 | No | TACNet: Transition-Aware Context Network for Spa... | 2019-05-31 | - |
| 11 | TS R-CNN | 71.1 | No | - | - | - |