Continual Learning on ImageNetR 5S
83.69Accuracy Last (ALast)LoDA + CA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LoDA + CAFeature Replay=true2026.02 | 83.69 | 87.45 | — | |
| LoDAFeature Replay=false2026.02 | 83.37 | 87.46 | — | |
| MACILVenue=ICML-25, Feature Replay=true2026.02 | 83.37 | 87 | — | |
| CoSOVenue=NIPS-25, Feature Replay=false2026.02 | 82.1 | 86.38 | — | |
| LoRA-P&MVenue=NIPS-25, Feature Replay=false2026.02 | 81.47 | 85.96 | — | |
| SLCAVenue=ICCV-23, Feature Replay=true2026.02 | 81.01 | 84.18 | — | |
| SSIATVenue=CVPR-24, Feature Replay=true2026.02 | 80.52 | 84.25 | — | |
| SD-LoRAVenue=ICLR-25, Feature Replay=false2026.02 | 79.15 | 83.01 | — | |
| Bi-LoRAVenue=CVPR-25, Feature Replay=false2026.02 | 78.32 | 83.31 | — | |
| InfLoRAVenue=CVPR-24, Feature Replay=false2026.02 | 77.52 | 82.01 | — | |
| CODAPromptVenue=CVPR’23, Feature Replay=false2026.02 | 74.91 | 79.25 | — | |
| DualPromptVenue=ECCV’22, Feature Replay=false2026.02 | 73.05 | 79.47 | — | |
| EASEOptimization=FO2026.05 | 71.93 | 78.78 | 7.54 | |
| L2PVenue=CVPR’22, Feature Replay=false2026.02 | 70.83 | 78.34 | — | |
| Adapter + Cls.Optimization=FO2026.05 | 69.62 | 74.71 | 8.49 | |
| ZO-FC+RISEOptimization=ZO2026.05 | 67.57 | 72.05 | 2.68 | |
| ZO-FCOptimization=ZO2026.05 | 66.63 | 72.01 | 4.4 | |
| APER AdapterOptimization=FO2026.05 | 63.42 | 71.52 | 7.48 | |
| APER AdapterOptimization=ZO2026.05 | 54.5 | 62.6 | 8.55 | |
| EASEOptimization=ZO2026.05 | 54.47 | 62.65 | 9.84 | |
| Learnable Cls.Optimization=FO2026.05 | 52.12 | 60.6 | 3.98 | |
| Adapter + Cls.Optimization=ZO2026.05 | 27.33 | 34.87 | 6.36 | |
| Learnable Cls.Optimization=ZO2026.05 | 17.08 | 25.6 | 9.18 |