Timestamp-level skill assessment on Ego-Exo4D Exos view 1.0 (demonstration proficiency)
21.12mAPSSkillSpotter
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SkillSpotterSuppression=learned adaptive suppression2026.06 | 21.12 | 27.47 | 60.59 | 60.55 | |
| ActionFormerNMS=Soft NMS2026.06 | 13.18 | 18.25 | 55.03 | 55.03 | |
| CausalTADNMS=Soft NMS2026.06 | 11.82 | 14.05 | 50.78 | 50.41 | |
| TemporalMaxerNMS=Soft NMS2026.06 | 10.38 | 15.17 | 52.18 | 52.16 | |
| TriDetNMS=Soft NMS2026.06 | 8.99 | 12.16 | 50.06 | 36.78 | |
| VideoMambaSuiteNMS=Soft NMS2026.06 | 7.06 | 8.17 | 46.03 | 43.88 | |
| TadTRNMS=Soft NMS2026.06 | 6.37 | 10.48 | 52.31 | 34.63 | |
| Baseline2026.06 | 3.84 | — | — | — | |
| DyFADetNMS=Soft NMS2026.06 | 3.57 | 4.48 | 49.52 | 47.72 | |
| Uniform tips2026.06 | 0.71 | 1.47 | 50 | 27.15 | |
| Random2026.06 | 0.7 | 1.47 | 50.44 | 49.59 | |
| Uniform good2026.06 | 0.68 | 1.47 | 50 | 38.55 |