Class-Incremental Learning on UCF101 B50 Inc10 (test)
95.43Average Performance (A-bar)SPA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SPABase Classes=50, Increment Size=102026.05 | 95.43 | 93.48 | |
| CLG-CBMBase Classes=50, Increment Size=102026.05 | 94.17 | 91.85 | |
| PROOFBase Classes=50, Increment Size=102026.05 | 93.58 | 90.91 | |
| BOFABase Classes=50, Increment Size=102026.05 | 92.6 | 89.43 | |
| RAPFBase Classes=50, Increment Size=102026.05 | 90.31 | 81.55 | |
| SimpleCILBase Classes=50, Increment Size=102026.05 | 88.12 | 85.68 | |
| DualPromptBase Classes=50, Increment Size=102026.05 | 84.31 | 76.35 | |
| L2PBase Classes=50, Increment Size=102026.05 | 83.95 | 76.62 | |
| CODA-PromptBase Classes=50, Increment Size=102026.05 | 83.04 | 75.03 | |
| ZS-CLIPBase Classes=50, Increment Size=102026.05 | 71.44 | 67.64 |