Continual Learning on ImageNet-A (20 sessions)
64.47ALast ScoreLoDA + CA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LoDA + CAFeature Replay=true2026.02 | 64.47 | 72.3 | |
| MACILVenue=ICML-25, Feature Replay=true2026.02 | 59.36 | 68.03 | |
| SSIATVenue=CVPR-24, Feature Replay=true2026.02 | 59.16 | 68.45 | |
| LoDAFeature Replay=false2026.02 | 55.74 | 65.54 | |
| LoRA-P&MVenue=NIPS-25, Feature Replay=false2026.02 | 52.27 | 62.15 | |
| SD-LoRAVenue=ICLR-25, Feature Replay=false2026.02 | 49.12 | 59.63 | |
| InfLoRAVenue=CVPR-24, Feature Replay=false2026.02 | 46.81 | 57.13 | |
| CODAPromptVenue=CVPR’23, Feature Replay=false2026.02 | 44.62 | 54.86 | |
| DualPromptVenue=ECCV’22, Feature Replay=false2026.02 | 42.28 | 53.39 | |
| L2PVenue=CVPR’22, Feature Replay=false2026.02 | 40.48 | 49.62 | |
| SLCAVenue=ICCV-23, Feature Replay=true2026.02 | 36.69 | 56.35 |