Image Classification on Caltech101 (Transfer, Average, Last Scores)
93.5Average ScoreIndividual FT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Individual FTAdaptation strategy=Individual Fine-tuning2025.03 | 93.5 | — | — | |
| ConDU (LoRA)Adaptation strategy=LoRA2025.03 | 92.1 | 88.1 | 92.4 | |
| ConDU (FT)Adaptation strategy=Fine-tuning2025.03 | 90.5 | 88 | 90.7 | |
| MoEContinual learning method=MoE2025.03 | 89.6 | 87.9 | 89.3 | |
| ZSCLContinual learning method=ZSCL2025.03 | 88.6 | 84 | 88.5 | |
| Zero-shotAdaptation strategy=Zero-shot2025.03 | 88.4 | — | — | |
| WiSE-FTAdaptation strategy=WiSE-FT2025.03 | 87.7 | 77.6 | 88.9 | |
| Continual FTAdaptation strategy=Continual Fine-tuning2025.03 | 86.4 | 72.8 | 86.9 |