Temporal Action Segmentation on Assembly101 view C10119 v4 (val)
43AccuracyP-JEPA
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| P-JEPAFeatures=V-JEPA2.1, Probe=LTContext, Pooling=Action2026.06 | 43 | 34.2 | 35.9 | 31.5 | 22.3 | |
| P-JEPAFeatures=TSM, Probe=LTContext2026.06 | 42.9 | 35.9 | 37.3 | 34 | 26.4 | |
| V-JEPA2.1Probe=LTContext, Pooling=Action2026.06 | 41.6 | 32.7 | 34.4 | 30.1 | 21.9 | |
| TSMProbe=LTContext2026.06 | 40.2 | 32.2 | 34.3 | 30.5 | 22.4 | |
| P-JEPAFeatures=TSM, Probe=Linear2026.06 | 40.1 | 15 | 15.2 | 13.1 | 9.8 | |
| P-JEPAFeatures=V-JEPA2.1, Probe=Linear, Pooling=Action2026.06 | 40 | 27.8 | 26 | 23 | 16.9 | |
| V-JEPA2.1Probe=Linear, Pooling=Action2026.06 | 34 | 18.5 | 17.8 | 15.5 | 10.2 | |
| P-JEPAFeatures=V-JEPA2.1, Probe=LTContext, Pooling=Mean2026.06 | 33.8 | 27.6 | 29.3 | 25 | 18.7 | |
| V-JEPA2.1Probe=LTContext, Pooling=Mean2026.06 | 30.6 | 26.2 | 26 | 21.7 | 14.3 | |
| P-JEPAFeatures=V-JEPA2.1, Probe=Linear, Pooling=Mean2026.06 | 29.4 | 18.6 | 16 | 13.5 | 10.3 | |
| TSMProbe=Linear2026.06 | 23.5 | 3 | 2.4 | 1.1 | 0.4 | |
| V-JEPA2.1Probe=Linear, Pooling=Mean2026.06 | 16.1 | 3.3 | 2.7 | 1.9 | 1.1 |