Class-Incremental Gesture Recognition on EgoGesture 3D
79.3Task 0 Growth (%)PGPFR
Evaluation Results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PGPFR2025.05 | 79.3 | 76.8 | 4.3 | 73.8 | 11.9 | 72.2 | 3.7 | 71 | 1.8 | 69.8 | 0.6 | 68.4 | 2.1 | 73 | 4.1 | |
| Base2025.05 | 78.1 | 60.4 | 13.5 | 18.9 | 63.3 | 9.3 | 82.4 | 8 | 84.3 | 5.9 | 88.5 | 5.9 | 88.3 | 18.1 | 70 | |
| Fine-tuning2025.05 | 78.1 | 59.2 | 10.4 | 15.9 | 66.5 | 9.3 | 82.2 | 7.7 | 84.4 | 5.2 | 89.7 | 5 | 90.1 | 17.1 | 70.6 | |
| Feature extraction2025.05 | 78.1 | 69.8 | 14.5 | 60.8 | 17.2 | 51.5 | 30.4 | 46.4 | 33.7 | 41.2 | 39.4 | 36.8 | 42.9 | 51.1 | 29.7 | |
| LwF2025.05 | 78.1 | 69.1 | 0.1 | 43 | 27.3 | 18.8 | 67.3 | 11.3 | 78.7 | 6.5 | 87.5 | 6.3 | 87.7 | 25.8 | 58.1 | |
| LwF.MC2025.05 | 78.1 | 36.8 | 9.8 | 24.2 | 41.3 | 17 | 64.6 | 12.8 | 73.3 | 10.2 | 78.3 | 9.7 | 80.2 | 18.4 | 57.9 | |
| DeepInversion2025.05 | 78.1 | 68.1 | 14.1 | 44.3 | 32.2 | 24.7 | 59.2 | 16.2 | 71.2 | 11.6 | 78.8 | 10 | 81 | 29.1 | 56.1 | |
| ABD2025.05 | 78.1 | 68.8 | 14.8 | 61.1 | 17.1 | 54.3 | 26.2 | 49 | 31.1 | 43.2 | 37.5 | 39 | 40.6 | 52.6 | 27.9 | |
| R-DFCIL2025.05 | 78.1 | 70.3 | 3 | 61.4 | 4.1 | 53.2 | 14.9 | 46.1 | 17.8 | 39.2 | 35 | 35.2 | 36.3 | 50.9 | 18.5 | |
| BOAT-MI2025.05 | 78.1 | 75.3 | 4.6 | 70.9 | 7.3 | 64 | 15.1 | 58.6 | 16.3 | 52.3 | 26.8 | 45.8 | 32.2 | 61.2 | 17.7 | |
| Oracle2025.05 | 75.8 | 75.8 | — | 75.8 | — | 75.8 | — | 75.8 | — | 75.8 | — | 75.8 | — | 75.8 | — |