Image Classification on Flowers (Transfer/Average/Last Scores)
92.9Average ScoreIndividual FT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Individual FTAdaptation strategy=Individual Fine-tuning2025.03 | 92.9 | — | — | |
| ConDU (LoRA)Adaptation strategy=LoRA2025.03 | 82.9 | 71.2 | 91.8 | |
| ConDU (FT)Adaptation strategy=Fine-tuning2025.03 | 81 | 71.1 | 88.6 | |
| MoEContinual learning method=MoE2025.03 | 79.3 | 64.7 | 89.4 | |
| ZSCLContinual learning method=ZSCL2025.03 | 73.4 | 63.6 | 82.1 | |
| Zero-shotAdaptation strategy=Zero-shot2025.03 | 71 | — | — | |
| WiSE-FTAdaptation strategy=WiSE-FT2025.03 | 69.3 | 53 | 81.7 | |
| Continual FTAdaptation strategy=Continual Fine-tuning2025.03 | 62 | 43.3 | 75.7 |