Class-Incremental Learning on Stanford Cars (T=10, test)
77.5Avg AccuracyRanPAC
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RanPACAlgorithm=12023.07 | 77.5 | 62 | — | — | |
| CPrompt2024.03 | 76.81 | — | 66.77 | 13.95 | |
| CODAprompt2024.03 | 73.28 | — | 62.24 | 15.08 | |
| RanPAC (No RPs)RP layer=false2023.07 | 73 | — | — | — | |
| ESN2024.03 | 72.82 | — | 56.91 | 13.5 | |
| L2P2024.03 | 71.92 | — | 60.39 | 13 | |
| TRMBackbone=CLIP ViT-B/16, Method Category=Model Merging2026.05 | 70.4 | — | — | — | |
| DualPrompt2024.03 | 70.36 | — | 57.27 | 16.31 | |
| LwFMemory=Theta(1)2025.09 | 69.84 | — | — | — | |
| CMMMemory=Theta(1)2025.09 | 69.7 | — | — | — | |
| CLG-CBMYear=2025, Backbone=CLIP ViT-B/16, Method Category=PEFT2026.05 | 68.7 | — | — | — | |
| CODAPromptYear=2023, Backbone=CLIP ViT-B/16, Method Category=PEFT2026.05 | 67.4 | — | — | — | |
| DualPromptYear=2023, Backbone=CLIP ViT-B/16, Method Category=PEFT2026.05 | 67.1 | — | — | — | |
| L2PYear=2022, Backbone=CLIP ViT-B/16, Method Category=PEFT2026.05 | 66.7 | — | — | — | |
| TIESYear=2023, Backbone=CLIP ViT-B/16, Method Category=Model Merging2026.05 | 66.1 | — | — | — | |
| RanPAC (No Phase 1)Phase 1=false2023.07 | 66 | — | — | — | |
| MagMaxYear=2024, Backbone=CLIP ViT-B/16, Method Category=Model Merging2026.05 | 65.9 | — | — | — | |
| RandMixMemory=Theta(N)2025.09 | 65.62 | — | — | — | |
| AvgMemory=Theta(N)2025.09 | 65.59 | — | — | — | |
| TIESMemory=Theta(N)2025.09 | 64.9 | — | — | — | |
| Model StockYear=2024, Backbone=CLIP ViT-B/16, Method Category=Model Merging2026.05 | 64.5 | — | — | — | |
| MaxAbsMemory=Theta(N)2025.09 | 63.55 | — | — | — | |
| RanPAC (No RPs or Phase 1)RP layer=false, Phase 1=false2023.07 | 62.2 | — | — | — | |
| LwFYear=2017, Backbone=CLIP ViT-B/16, Method Category=Conventional2026.05 | 61.7 | — | — | — | |
| EWCYear=2017, Backbone=CLIP ViT-B/16, Method Category=Conventional2026.05 | 61.3 | — | — | — | |
| EWCMemory=Theta(1)2025.09 | 60.78 | — | — | — | |
| Joint linear probeJoint training=true2023.07 | 51.7 | — | — | — | |
| CODA-Prompt2023.07 | 43.2 | — | — | — | |
| ADaM2023.07 | 41.4 | — | — | — | |
| RanPAC (NCM with Phase 1)Evaluation=NCM, Phase 1=true2023.07 | 40.5 | 17 | — | — | |
| DualPrompt2023.07 | 40.1 | — | — | — | |
| L2P2023.07 | 38.2 | — | — | — | |
| RanPAC (NCM only)Evaluation=NCM, Phase 1=false2023.07 | 37.7 | 10 | — | — | |
| UB2024.03 | — | — | 83.96 | — |