Image Classification on Food (Transfer, Average, Last Scores)
88.5Average ScoreZero-shot
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Zero-shotAdaptation strategy=Zero-shot2025.03 | 88.5 | — | — | |
| MoEContinual learning method=MoE2025.03 | 88.1 | 88.8 | 87.1 | |
| ConDU (FT)Adaptation strategy=Fine-tuning2025.03 | 87.9 | 88.7 | 87 | |
| ConDU (LoRA)Adaptation strategy=LoRA2025.03 | 87.3 | 89 | 85.6 | |
| Individual FTAdaptation strategy=Individual Fine-tuning2025.03 | 83.3 | — | — | |
| ZSCLContinual learning method=ZSCL2025.03 | 83.1 | 84.9 | 82.6 | |
| WiSE-FTAdaptation strategy=WiSE-FT2025.03 | 76.8 | 76.6 | 77.1 | |
| Continual FTAdaptation strategy=Continual Fine-tuning2025.03 | 70.2 | 68.4 | 73.8 |