Few-Shot Class-Incremental Learning on CUB200 Session 2 (test)
75.6Overall AccuracySAVC + EXP2
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SAVC + EXP2Strategy=Ours2024.12 | 75.6 | 55.48 | |
| SAVCStrategy=Baseline2024.12 | 75.42 | 52.09 | |
| SAVC+D2A2024.12 | 75.28 | 55.15 | |
| SAVC + T3AStrategy=Test-Time Adaptation2024.12 | 74.31 | 51.78 | |
| M2SD2024.12 | 73.58 | — | |
| ADBS2024.12 | 73.51 | 50.74 | |
| CLOM2024.12 | 72.94 | 37.44 | |
| TEEN + EXP2Strategy=Ours2024.12 | 72.52 | 55.68 | |
| MICS2024.12 | 72.25 | 46.29 | |
| TEENStrategy=Baseline2024.12 | 72.15 | 52.56 | |
| TEEN + T3AStrategy=Test-Time Adaptation2024.12 | 71.8 | 50.62 | |
| PFR + EXP2Strategy=Ours2024.12 | 71.7 | 48.29 | |
| DyCR2024.12 | 71.69 | 42.76 | |
| PFRStrategy=Baseline2024.12 | 71.4 | 43.28 | |
| PFR + T3AStrategy=Test-Time Adaptation2024.12 | 71.27 | 46.91 | |
| FACT2024.12 | 70.84 | 47.02 | |
| PFR + TASTStrategy=Test-Time Adaptation2024.12 | 70.44 | 41.22 | |
| Bidist2024.12 | 70.12 | 51.14 | |
| CEC + EXP2Strategy=Ours2024.12 | 69.39 | 43.87 | |
| CECStrategy=Baseline2024.12 | 68.48 | 37.45 | |
| CEC + T3AStrategy=Test-Time Adaptation2024.12 | 67.9 | 34.81 | |
| Decoupled-CosineStrategy=Baseline2024.12 | 67.41 | 34.31 | |
| Decoupled-Cosine + EXP2Strategy=Ours2024.12 | 67.26 | 35.38 | |
| Decoupled-Cosine + T3AStrategy=Test-Time Adaptation2024.12 | 66.65 | 32.71 | |
| CEC + TASTStrategy=Test-Time Adaptation2024.12 | 62.19 | 0 | |
| Decoupled-Cosine + TASTStrategy=Test-Time Adaptation2024.12 | 61.43 | 0 | |
| OSHHG2024.12 | 59.83 | 43.17 | |
| SAVC + TASTStrategy=Test-Time Adaptation2024.12 | 57.84 | 3.17 | |
| TEEN + TASTStrategy=Test-Time Adaptation2024.12 | 53.24 | 0 |