Timestamp-level skill assessment on Ego-Exo4D Ego view 1.0 (demonstration proficiency)
21.82mAPSSkillSpotter
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SkillSpotterSuppression=learned adaptive suppression2026.06 | 21.82 | 27.89 | 60.4 | 60.02 | |
| ActionFormerNMS=Soft NMS2026.06 | 12.4 | 17.11 | 55.99 | 55.91 | |
| TemporalMaxerNMS=Soft NMS2026.06 | 12.34 | 16.69 | 54.34 | 53.9 | |
| CausalTADNMS=Soft NMS2026.06 | 11.42 | 16.07 | 52.86 | 52.07 | |
| TriDetNMS=Soft NMS2026.06 | 10.35 | 14.79 | 49.17 | 40.1 | |
| DyFADetNMS=Soft NMS2026.06 | 10.09 | 12.53 | 48.89 | 46.75 | |
| TadTRNMS=Soft NMS2026.06 | 7.79 | 10.79 | 49.68 | 33.62 | |
| VideoMambaSuiteNMS=Soft NMS2026.06 | 7.63 | 8.65 | 49.51 | 49.35 | |
| Baseline2026.06 | 3.27 | — | — | — | |
| Random2026.06 | 0.73 | 1.49 | 50.9 | 50.03 | |
| Uniform tips2026.06 | 0.71 | 1.49 | 50 | 27.15 | |
| Uniform good2026.06 | 0.7 | 1.52 | 50 | 38.55 |