Class-Incremental Learning on ImageNet-100 10T
89.77Average Accuracy (A_T)SimE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SimEBackbone=CLIP ViT-B/162026.03 | 89.77 | 80.94 | |
| Boosting-CLBackbone=CLIP ViT-B/162026.03 | 88.05 | 80.9 | |
| APERBackbone=CLIP ViT-B/162026.03 | 85.84 | 76.4 | |
| MISABackbone=CLIP ViT-B/162026.03 | 83.93 | 80.08 | |
| DualPromptBackbone=CLIP ViT-B/162026.03 | 80.65 | 67.38 | |
| L2PBackbone=CLIP ViT-B/162026.03 | 80.51 | 67.22 | |
| TagFex w/ CPNSScenario=10-102026.03 | 79.96 | 72.36 | |
| TagFexScenario=10-102026.03 | 79.27 | 70.84 | |
| TagFex-PScenario=10-102026.03 | 78.56 | 69.21 | |
| TagFex-P w/ CPNSScenario=10-102026.03 | 78.44 | 70.35 | |
| DER w/ CPNSScenario=10-102026.03 | 78.16 | 68.12 | |
| FOSTER w/ CPNSScenario=10-102026.03 | 77.82 | 66.98 | |
| DERScenario=10-102026.03 | 77.18 | 66.71 | |
| FOSTERScenario=10-102026.03 | 76.74 | 65.68 | |
| MuCo (Joint)SSL Method=MuCo, Strategy=Joint2023.06 | 76.67 | — | |
| Barlow (Joint)SSL Method=Barlow, Strategy=Joint2023.06 | 75.89 | — | |
| BYOL (Joint)SSL Method=BYOL, Strategy=Joint2023.06 | 75.52 | — | |
| VICReg (Joint)SSL Method=VICReg, Strategy=Joint2023.06 | 75.08 | — | |
| SimCLR (Joint)SSL Method=SimCLR, Strategy=Joint2023.06 | 71.91 | — | |
| CODA-PromptBackbone=CLIP ViT-B/162026.03 | 64.13 | 34.76 | |
| MuCo (PNR)SSL Method=MuCo, Strategy=PNR2023.06 | 60.75 | — | |
| BYOL (PNR)SSL Method=BYOL, Strategy=PNR2023.06 | 60.11 | — | |
| BYOL (CaSSLe)SSL Method=BYOL, Strategy=CaSSLe2023.06 | 57.47 | — | |
| Barlow (PNR)SSL Method=Barlow, Strategy=PNR2023.06 | 56.54 | — | |
| Barlow (CaSSLe)SSL Method=Barlow, Strategy=CaSSLe2023.06 | 56.27 | — | |
| SimCLR (PNR)SSL Method=SimCLR, Strategy=PNR2023.06 | 54.79 | — | |
| SimCLR (CaSSLe)SSL Method=SimCLR, Strategy=CaSSLe2023.06 | 54.55 | — | |
| MuCo (CaSSLe)SSL Method=MuCo, Strategy=CaSSLe2023.06 | 52.71 | — | |
| Barlow (FT)SSL Method=Barlow, Strategy=FT2023.06 | 51.83 | — | |
| VICReg (PNR)SSL Method=VICReg, Strategy=PNR2023.06 | 51.82 | — | |
| BYOL (FT)SSL Method=BYOL, Strategy=FT2023.06 | 51.04 | — | |
| VICReg (CaSSLe)SSL Method=VICReg, Strategy=CaSSLe2023.06 | 49.98 | — | |
| MuCo (FT)SSL Method=MuCo, Strategy=FT2023.06 | 47.48 | — | |
| VICReg (FT)SSL Method=VICReg, Strategy=FT2023.06 | 46.88 | — | |
| SimCLR (FT)SSL Method=SimCLR, Strategy=FT2023.06 | 46.66 | — |