EgoPER
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Error Detection | EgoPER (test) | Overall EDA11.8 | 12 | |
| Procedure Planning | EgoPER | Success Rate (SR)51.84 | 8 | |
| Segment-level mistake detection | EgoPER | Quesadilla EDA85.2 | 6 | |
| Closed-vocabulary procedural planning | EgoPER |V|=57 (test) | Success Rate (SR)72.35 | 6 | |
| Annotation Error Detection | EgoPER Tea | EDA17 | 6 | |
| Annotation Error Detection | EgoPER Coffee | EDA55.8 | 6 | |
| Annotation Error Detection | EgoPER Pinwheel | EDA59.6 | 6 | |
| Annotation Error Detection | EgoPER Quesadilla | EDA63.1 | 6 | |
| Temporal Action Segmentation | EgoPER average over five recipes | IoU58.5 | 5 | |
| Task-level mistake detection | EgoPER | Quesadilla O-Acc83.3 | 4 | |
| Mistake Detection | EgoPER | F1@.535.18 | 4 | |
| Online Error Detection | EgoPER | F1 Score @ 10% Threshold47.2 | 3 |
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