Class-Incremental Learning on ImageNet-R 20 tasks
86.37Accuracy (20 Tasks)E2-LoRA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| E2-LoRABackbone=ViT-B/16-IN21K2026.05 | 86.37 | — | 80.77 | |
| TUNABackbone=ViT-B/16-IN21K2026.05 | 83.05 | — | 77.32 | |
| TRMBackbone=CLIP ViT-B/16, Method Category=Model Merging2026.05 | 82.7 | — | — | |
| CMMMemory=Theta(1)2025.09 | 82 | — | — | |
| LwFMemory=Theta(1)2025.09 | 81.82 | — | — | |
| MOSBackbone=ViT-B/16-IN21K2026.05 | 81.76 | — | 75.58 | |
| EWCMemory=Theta(1)2025.09 | 81.48 | — | — | |
| MaxAbsMemory=Theta(N)2025.09 | 80.92 | — | — | |
| TIESMemory=Theta(N)2025.09 | 80.83 | — | — | |
| LORA-DRSBackbone=ViT-B/16-IN21K2026.05 | 80.69 | — | 74.8 | |
| EASEBackbone=ViT-B/16-IN21K2026.05 | 80.29 | — | 73.78 | |
| AvgMemory=Theta(N)2025.09 | 80.27 | — | — | |
| RandMixMemory=Theta(N)2025.09 | 80.18 | — | — | |
| MagMaxYear=2024, Backbone=CLIP ViT-B/16, Method Category=Model Merging2026.05 | 79.3 | — | — | |
| BECAMEYear=2025, Backbone=CLIP ViT-B/16, Method Category=Model Merging2026.05 | 78.7 | — | — | |
| TIESYear=2023, Backbone=CLIP ViT-B/16, Method Category=Model Merging2026.05 | 78.4 | — | — | |
| InfLoRABackbone=ViT-B/16-IN21K2026.05 | 78.32 | — | 71.46 | |
| RAPFYear=2024, Backbone=CLIP ViT-B/16, Method Category=PEFT2026.05 | 78.3 | — | — | |
| CLG-CBMYear=2025, Backbone=CLIP ViT-B/16, Method Category=PEFT2026.05 | 77.5 | — | — | |
| InfLoRA2024.03 | 77.28 | 71.01 | — | |
| HiDe-Prompt2024.03 | 76.71 | 66.88 | — | |
| Model StockYear=2024, Backbone=CLIP ViT-B/16, Method Category=Model Merging2026.05 | 76.5 | — | — | |
| PMYear=2025, Backbone=CLIP ViT-B/16, Method Category=Model Merging2026.05 | 76.3 | — | — | |
| CODAPromptYear=2023, Backbone=CLIP ViT-B/16, Method Category=PEFT2026.05 | 73.7 | — | — | |
| CODA-PromptBackbone=ViT-B/16-IN21K2026.05 | 73.64 | — | 67.53 | |
| DualPromptYear=2023, Backbone=CLIP ViT-B/16, Method Category=PEFT2026.05 | 73.4 | — | — | |
| DualPromptBackbone=ViT-B/16-IN21K2026.05 | 73.07 | — | 66.89 | |
| L2PYear=2022, Backbone=CLIP ViT-B/16, Method Category=PEFT2026.05 | 72.5 | — | — | |
| SeqLoRA2024.03 | 69.29 | 56.98 | — | |
| L2PBackbone=ViT-B/16-IN21K2026.05 | 68.35 | — | 62.15 | |
| LwFYear=2017, Backbone=CLIP ViT-B/16, Method Category=Conventional2026.05 | 55.6 | — | — | |
| EWCYear=2017, Backbone=CLIP ViT-B/16, Method Category=Conventional2026.05 | 54.1 | — | — | |
| Joint TrainingBackbone=ViT-B/16-IN21K2026.05 | — | — | 82.76 |