Metric: mAP (higher is better)
| # | Model↕ | mAP▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DEFR | 65.6 | No | The Overlooked Classifier in Human-Object Intera... | 2021-12-13 | - |
| 2 | HAKE | 47.1 | Yes | HAKE: Human Activity Knowledge Engine | 2019-04-13 | Code |
| 3 | PaStaNet | 46.3 | No | PaStaNet: Toward Human Activity Knowledge Engine | 2020-04-02 | Code |
| 4 | RelViT | 43.98 | No | RelViT: Concept-guided Vision Transformer for Vi... | 2022-04-24 | Code |
| 5 | Pairwise-Part | 39.9 | No | Pairwise Body-Part Attention for Recognizing Hum... | 2018-07-28 | Code |
| 6 | Mallya & Lazebnik | 36.1 | No | Learning Models for Actions and Person-Object In... | 2016-04-16 | - |
| 7 | Girdhar & Ramanan | 34.6 | No | Attentional Pooling for Action Recognition | 2017-11-04 | Code |
| 8 | R*CNN | 28.5 | No | Contextual Action Recognition with R*CNN | 2015-05-05 | Code |