Action Segmentation on Breakfast 10 tasks (test)
51.7AccOriginal
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| OriginalBackbone=ASFormer2025.03 | 51.7 | 46.2 | 47.2 | 43.4 | 34.7 | 44.6 | |
| OriginalBackbone=ASFormer [53]2024.03 | 48.1 | 45.2 | 45.9 | 42.4 | 34.2 | — | |
| Generative Network InversionBackbone=ASFormer2025.03 | 46.7 | 41.1 | 41.7 | 38.3 | 30.8 | 39.7 | |
| OriginalBackbone=MSTCN2025.03 | 44.4 | 40.2 | 40.8 | 36.9 | 28.8 | 38.2 | |
| OriginalBackbone=MSTCN [12]2024.03 | 43.1 | 41.1 | 41.2 | 37.6 | 29.5 | — | |
| Generative Network InversionBackbone=MSTCN2025.03 | 38.2 | 31.6 | 32.8 | 29.7 | 22.8 | 31 | |
| TCABackbone=ASFormer2025.03 | 36 | 31.9 | 32.4 | 29.3 | 22.8 | 30.5 | |
| TCA (Ours)Backbone=ASFormer [53]2024.03 | 34.2 | 32.4 | 33.1 | 30.1 | 23.4 | — | |
| TCABackbone=MSTCN2025.03 | 31.4 | 25 | 25.5 | 22.9 | 17.4 | 28.3 | |
| TCA (Ours)Backbone=MSTCN [12]2024.03 | 29.4 | 25.9 | 26.3 | 23.5 | 17.7 | — | |
| MeanBackbone=MSTCN2025.03 | 18.4 | 14.1 | 14.4 | 13 | 9.8 | 13.9 | |
| ExemplarBackbone=MSTCN [12]2024.03 | 16.1 | 13.3 | 13.8 | 12.5 | 9.5 | — | |
| ExemplarBackbone=ASFormer [53]2024.03 | 12.4 | 11.2 | 11.7 | 10.7 | 8.5 | — | |
| MeanBackbone=ASFormer2025.03 | 12.1 | 10.4 | 10.7 | 9.7 | 7.9 | 10.2 | |
| FinetuneBackbone=ASFormer [53]2024.03 | 9.9 | 9.8 | 10.3 | 9.4 | 7.5 | — | |
| FinetuneBackbone=MSTCN [12]2024.03 | 7.4 | 7.2 | 7.5 | 7 | 5.4 | — |