Class-Incremental Learning on CIFAR-100 10T
86.61Avg Accuracy (A_T)RanPAC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RanPACBackbone=DINOv2 ViT-B/14, Resolution=224 x 2242026.05 | 86.61 | 91.21 | 7.3 | |
| COMPOSEBackbone=DINOv2 ViT-B/14, Resolution=224 x 2242026.05 | 86.52 | 91.36 | 7.7 | |
| F-OALBackbone=DINOv2 ViT-B/14, Resolution=224 x 2242026.05 | 86.44 | 91.33 | 7.4 | |
| FeCAMBackbone=DINOv2 ViT-B/14, Resolution=224 x 2242026.05 | 86.09 | 90.44 | 9.2 | |
| COMPOSE-CTBackbone=DINOv2 ViT-B/14, Resolution=224 x 2242026.05 | 86.02 | 90.71 | 7.8 | |
| MBN-OODNumber of tasks=102024.11 | 80.34 | 69.59 | — | |
| DRCNumber of tasks=102024.11 | 80.09 | 68.52 | — | |
| DER++Number of tasks=102024.11 | 79.91 | 66.69 | — | |
| MORENumber of tasks=102024.11 | 79.7 | 69.89 | — | |
| DynaERNumber of tasks=102024.11 | 78.59 | 64.97 | — | |
| VBM-TCILNumber of tasks=102024.11 | 78.02 | 68.14 | — | |
| UCIRNumber of tasks=102024.11 | 76.63 | 65.99 | — | |
| WANumber of tasks=102024.11 | 76.1 | 60 | — | |
| CREATENumber of tasks=102024.11 | 75.95 | 64.86 | — | |
| iCaRLNumber of tasks=102024.11 | 75.74 | 57.75 | — | |
| DSGDNumber of tasks=102024.11 | 74.48 | 62.76 | — | |
| BEEFNumber of tasks=102024.11 | 73.76 | 61.96 | — | |
| DytoxNumber of tasks=102024.11 | 73.62 | 56.37 | — | |
| PODNetNumber of tasks=102024.11 | 73.39 | 58.96 | — | |
| Barlow (Joint)SSL Method=Barlow, Strategy=Joint2023.06 | 69.36 | — | — | |
| BYOL (Joint)SSL Method=BYOL, Strategy=Joint2023.06 | 68.99 | — | — | |
| HILANDNumber of tasks=102024.11 | 68.76 | 56.18 | — | |
| VICReg (Joint)SSL Method=VICReg, Strategy=Joint2023.06 | 68.01 | — | — | |
| MuCo (Joint)SSL Method=MuCo, Strategy=Joint2023.06 | 66.9 | — | — | |
| SimCLR (Joint)SSL Method=SimCLR, Strategy=Joint2023.06 | 63.78 | — | — | |
| BYOL (PNR)SSL Method=BYOL, Strategy=PNR2023.06 | 59.29 | — | — | |
| BYOL (CaSSLe)SSL Method=BYOL, Strategy=CaSSLe2023.06 | 57.36 | — | — | |
| MuCo (PNR)SSL Method=MuCo, Strategy=PNR2023.06 | 56.62 | — | — | |
| Barlow (PNR)SSL Method=Barlow, Strategy=PNR2023.06 | 54.69 | — | — | |
| Barlow (CaSSLe)SSL Method=Barlow, Strategy=CaSSLe2023.06 | 54.46 | — | — | |
| MuCo (CaSSLe)SSL Method=MuCo, Strategy=CaSSLe2023.06 | 53.58 | — | — | |
| SimCLR (PNR)SSL Method=SimCLR, Strategy=PNR2023.06 | 53.47 | — | — | |
| SimCLR (CaSSLe)SSL Method=SimCLR, Strategy=CaSSLe2023.06 | 53.02 | — | — | |
| VICReg (PNR)SSL Method=VICReg, Strategy=PNR2023.06 | 49.56 | — | — | |
| Barlow (FT)SSL Method=Barlow, Strategy=FT2023.06 | 49.46 | — | — | |
| VICReg (CaSSLe)SSL Method=VICReg, Strategy=CaSSLe2023.06 | 47.76 | — | — | |
| VICReg (FT)SSL Method=VICReg, Strategy=FT2023.06 | 46.88 | — | — | |
| BYOL (FT)SSL Method=BYOL, Strategy=FT2023.06 | 46.13 | — | — | |
| SimCLR (FT)SSL Method=SimCLR, Strategy=FT2023.06 | 39.48 | — | — | |
| MuCo (FT)SSL Method=MuCo, Strategy=FT2023.06 | 34.11 | — | — |