| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Breakfast | BIT | Acc84.5 | 116 | 25d ago | |
| 50Salads | Spatial CNN | Edit Distance24.8 | 114 | 1mo ago | |
| Breakfast | TSA | MoF65.1 | 66 | 1mo ago | |
| GTEA | BIT | Accuracy84 | 49 | 25d ago | |
| Breakfast (test) | RNN+HMM | MoF60.6 | 31 | 1mo ago | |
| COIN | UniVL | Frame Accuracy70.02 | 29 | 1mo ago | |
| Breakfast 14 | SSTDA | MoF70.2 | 26 | 1mo ago | |
| GTEA (test) | F1@10%92.9 | 25 | 1mo ago | ||
| GTEA | S2G | F1@1095.7 | 23 | 1mo ago | |
| COIN (test) | UnLoc-L | Frame Accuracy72.8 | 23 | 1mo ago | |
| Breakfast Action dataset | GRU | MoF60.6 | 22 | 1mo ago | |
| 50Salads mid granularity | TricorNet | MoF67.5 | 19 | 1mo ago | |
| JIGSAWS | Accuracy83.4 | 19 | 1mo ago | ||
| YouTube Instructions (test) | DLCL | F1 Score (%)45.4 | 17 | 1mo ago | |
| 50 Salads Mid | TricorNet | Accuracy67.5 | 17 | 1mo ago | |
| YouTube Instructions | ASOT | F163.3 | 16 | 1mo ago | |
| 50Salads (test) | UVAST | F1@1089.1 | 16 | 1mo ago | |
| Breakfast 10 tasks (test) | Acc51.7 | 16 | 1mo ago | ||
| GTEA (full) | UVAST | Edit Score92.1 | 16 | 1mo ago | |
| GTEA | Accuracy68.5 | 15 | 1mo ago | ||
| 50 Salads (eval) | TWF | MoF71.7 | 13 | 1mo ago | |
| Microanastomosis videos | Our method | Precision89.32 | 11 | 1mo ago | |
| Youtube INRIA Instructional (YII) | TSA | F1 Score55.3 | 11 | 1mo ago | |
| Hollywood extended | CtrINS | MoF-BG52.9 | 10 | 1mo ago | |
| Cholec80 (video-by-video) | ResNet SF-TMN(ASFormer) | Accuracy95.43 | 9 | 1mo ago |
