Step localization on CrossTask
49.7RecallDrop-DTW
Evaluation results
| Method | Links | |||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Drop-DTWMethod category=DTW-based Methods, Drop cost definition=Learned drop cost2021.08 | 49.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 74.1 | 36.9 | |
| Drop-DTWMethod category=DTW-based Methods, Drop cost definition=Percentile drop cost2021.08 | 48.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 71.3 | 34.2 | |
| OTAMMethod category=DTW-based Methods2021.08 | 43.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 70.6 | 30.8 | |
| D3TWMethod category=DTW-based Methods2021.08 | 43.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 70.4 | 30.6 | |
| SmoothDTWMethod category=DTW-based Methods2021.08 | 43.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 70.2 | 30.5 | |
| UniVLMethod category=Non-DTW Methods2021.08 | 42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MIL-NCEMethod category=Non-DTW Methods2021.08 | 39.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 66.9 | 20.9 | |
| MaxMarginMethod category=Non-DTW Methods2021.08 | 33.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Linear clf.HowTo100M Pretrained=true, Actionness Supervision=true2020.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 56.2 | — | — | |
| Linear clf.HowTo100M Pretrained=false, Actionness Supervision=true2020.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 46.9 | — | — | |
| Linear clf. + BSPHowTo100M Pretrained=false, Actionness Supervision=true2020.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 48.1 | — | — | |
| Zhukov et al.HowTo100M Pretrained=false, Actionness Supervision=false2020.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 47.6 | — | — |