50 Salads
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Long-term action anticipation | 50 Salads | MoC Accuracy39.55 | 56 | |
| Temporal Action Segmentation | 50 Salads granularity (Eval) | MoF83.8 | 24 | |
| Temporal Action Segmentation | 50 Salads 65 | F1@1092.8 | 22 | |
| Action Segmentation | 50 Salads Mid | Accuracy67.5 | 17 | |
| Unsupervised Activity Segmentation | 50 Salads Eval granularity | MOF55.8 | 14 | |
| Action Segmentation | 50 Salads (eval) | MoF71.7 | 13 | |
| Long-term Action Anticipation | 50 Salads (test) | MoC (alpha=0.2, beta=0.1)39.55 | 10 | |
| Action Segmentation | 50 Salads (eval setup) | Edit Distance7.6 | 9 | |
| Dense Action Anticipation | 50 Salads (50S) | Top-1 Acc (tau_o=20%, tau_a=10%)41 | 8 | |
| Event Partonomy Prediction | 50 Salads (test) | TED6.85 | 6 | |
| Coarse-grained Generic Event Boundary Detection | 50 Salads | Precision5.19 | 6 | |
| Fine-grained Generic Event Boundary Detection | 50 Salads | Precision6.29 | 6 | |
| Action segmentation | 50 Salads higher granularity | F1 Score @ IoU=10%76.5 | 5 | |
| Unsupervised Activity Segmentation | 50 Salads Mid granularity | MOF0.344 | 5 | |
| Action Anticipation | 50-Salads | Top-1 Accuracy48 | 5 | |
| Activity Segmentation | 50 Salads (eval) | MOF47.6 | 4 | |
| Temporal action segmentation | 50 Salads | Frame Accuracy49.4 | 4 | |
| Action Segmentation and Recognition | 50 Salads eval granularity | Accuracy82 | 4 | |
| Action segmentation | 50 Salads higher granularity (cross-validation 5 splits) | F1 Score @ IoU=0.10- | 0 |
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