Class Incremental Learning on CIFAR100 20 steps (test)
86.64Last AccuracySimE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SimEBackbone=CLIP ViT-L/14, Pre-trained Dataset=Laion-2B2026.03 | 86.64 | 92.27 | — | |
| ResNet18 Joint#P=11.22M2021.11 | 81.49 | — | — | |
| SimE2026.03 | 76.61 | 85.67 | — | |
| Transf. Joint#P=10.72M2021.11 | 76.12 | — | — | |
| GIFT2025.03 | 73.73 | 82.11 | — | |
| ZSCLBackbone=CLIP2025.03 | 69.58 | 80.39 | — | |
| ZSCL2026.03 | 69.58 | 80.39 | — | |
| Continual-CLIP2026.03 | 66.72 | 75.95 | — | |
| CLIP Zero-shotBackbone=CLIP2025.03 | 65.74 | 75.2 | — | |
| CLIP2026.03 | 65.74 | 75.2 | — | |
| iCaRLBackbone=CLIP2025.03 | 64.55 | 73.32 | — | |
| iCaRL2026.03 | 64.55 | 73.32 | — | |
| DyTox++#P=10.74M, variant=row 92021.11 | 64.27 | 76.81 | — | |
| LwF-VRBackbone=CLIP2025.03 | 63.54 | 74.54 | — | |
| LwF-VR2026.03 | 63.54 | 74.54 | — | |
| DyTox+#P=10.74M, variant=row 82021.11 | 62.85 | 76.25 | — | |
| DER2025.03 | 62.55 | 73.98 | — | |
| DER2026.03 | 62.55 | 73.98 | — | |
| DER w/o P#P=224.55M2021.11 | 62.48 | 74.09 | — | |
| DyTox++#P=10.74M, variant=row 72021.11 | 62.44 | 76.57 | — | |
| DyTox+#P=10.74M, variant=row 62021.11 | 60.03 | 75.04 | — | |
| DyTox+2025.03 | 57.43 | 71.62 | — | |
| DyTox#P=10.74M2021.11 | 56.32 | 72.27 | — | |
| DyTox2026.03 | 48.45 | 67.3 | — | |
| WA#P=11.22M2021.11 | 47.31 | 67.33 | — | |
| BiC2025.03 | 47.02 | 66.48 | — | |
| CLIP Fine-tuneBackbone=CLIP2025.03 | 43.13 | 59.69 | — | |
| Fine-tune2026.03 | 43.13 | 59.69 | — | |
| UCIR2025.03 | 40.63 | 58.17 | — | |
| UCIR2026.03 | 40.63 | 58.17 | — | |
| LwFBackbone=CLIP2025.03 | 40.56 | 60.64 | — | |
| LwF2026.03 | 40.56 | 60.64 | — | |
| PODNet2025.03 | 35.02 | 53.97 | — | |
| AMDBuffer Size=200, Backbone=CNN2025.08 | — | — | 26.61 | |
| AMDBuffer Size=500, Backbone=CNN2025.08 | — | — | 33.74 | |
| CKDF-iCaRLBuffer Size=200, Backbone=CNN2025.08 | — | — | 22.58 | |
| CKDF-iCaRLBuffer Size=500, Backbone=CNN2025.08 | — | — | 29.48 | |
| D3FormerBuffer Size=500, Backbone=ViT2025.08 | — | — | 39.92 | |
| DER++Buffer Size=200, Backbone=CNN2025.08 | — | — | 14.76 | |
| DER++Buffer Size=500, Backbone=CNN2025.08 | — | — | 20.97 | |
| DytoxBuffer Size=200, Backbone=ViT2025.08 | — | — | 23.96 | |
| DytoxBuffer Size=500, Backbone=ViT2025.08 | — | — | 37.16 | |
| FOSTERBuffer Size=200, Backbone=CNN2025.08 | — | — | 22.44 | |
| FOSTERBuffer Size=500, Backbone=CNN2025.08 | — | — | 32.81 | |
| SEEDGBuffer Size=200, Backbone=ViT2025.08 | — | — | 41.2 | |
| SEEDGBuffer Size=500, Backbone=ViT2025.08 | — | — | 44.68 | |
| SSILBuffer Size=200, Backbone=CNN2025.08 | — | — | 26.63 | |
| SSILBuffer Size=500, Backbone=CNN2025.08 | — | — | 29.41 |