Class-Incremental Learning on ImageNet-100 (5 & 10 task evaluation)
76.67Avg Inc Acc (General)MuCo (Joint)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| 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 | — | — | |
| MuCo (PNR)SSL Method=MuCo, Strategy=PNR2023.06 | 67.85 | — | — | |
| Barlow (PNR)SSL Method=Barlow, Strategy=PNR2023.06 | 65.38 | — | — | |
| Barlow (CaSSLe)SSL Method=Barlow, Strategy=CaSSLe2023.06 | 64.98 | — | — | |
| BYOL (PNR)SSL Method=BYOL, Strategy=PNR2023.06 | 64.23 | — | — | |
| MuCo (CaSSLe)SSL Method=MuCo, Strategy=CaSSLe2023.06 | 63.49 | — | — | |
| SimCLR (PNR)SSL Method=SimCLR, Strategy=PNR2023.06 | 62.88 | — | — | |
| SimCLR (CaSSLe)SSL Method=SimCLR, Strategy=CaSSLe2023.06 | 62.53 | — | — | |
| VICReg (PNR)SSL Method=VICReg, Strategy=PNR2023.06 | 62.48 | — | — | |
| BYOL (CaSSLe)SSL Method=BYOL, Strategy=CaSSLe2023.06 | 62.31 | — | — | |
| BYOL (FT)SSL Method=BYOL, Strategy=FT2023.06 | 60.77 | — | — | |
| Barlow (FT)SSL Method=Barlow, Strategy=FT2023.06 | 60.27 | — | — | |
| VICReg (CaSSLe)SSL Method=VICReg, Strategy=CaSSLe2023.06 | 59.18 | — | — | |
| MuCo (FT)SSL Method=MuCo, Strategy=FT2023.06 | 57.87 | — | — | |
| SimCLR (FT)SSL Method=SimCLR, Strategy=FT2023.06 | 56.11 | — | — | |
| VICReg (FT)SSL Method=VICReg, Strategy=FT2023.06 | 55.58 | — | — | |
| BiCexemplar selection=random2021.02 | — | 70.07 | 64.96 | |
| CCILexemplar selection=random2021.02 | — | 77.99 | 75.99 | |
| CCIL-SDexemplar selection=random2021.02 | — | 79.44 | 76.77 | |
| iCaRLexemplar selection=random2021.02 | — | 65.04 | 59.53 | |
| Joint-trainingevaluation protocol=upper bound (all data accessible)2021.02 | — | 84.72 | 84.67 | |
| LUCIRexemplar selection=random2021.02 | — | 70.47 | 68.09 | |
| Mnemonicsexemplar selection=random2021.02 | — | 72.58 | 71.37 | |
| TPCILexemplar selection=random2021.02 | — | 76.27 | 74.81 |