Image Classification on SUN397 (Transfer, Average, Last Scores)
71.3Average ScoreIndividual FT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Individual FTAdaptation strategy=Individual Fine-tuning2025.03 | 71.3 | — | — | |
| ConDU (FT)Adaptation strategy=Fine-tuning2025.03 | 67.1 | 66.6 | 71.9 | |
| ConDU (LoRA)Adaptation strategy=LoRA2025.03 | 67 | 66.4 | 70.9 | |
| MoEContinual learning method=MoE2025.03 | 65.8 | 65.1 | 72.5 | |
| Zero-shotAdaptation strategy=Zero-shot2025.03 | 65.2 | — | — | |
| ZSCLContinual learning method=ZSCL2025.03 | 62.9 | 62.2 | 70.4 | |
| WiSE-FTAdaptation strategy=WiSE-FT2025.03 | 59.3 | 58.2 | 70 | |
| Continual FTAdaptation strategy=Continual Fine-tuning2025.03 | 54 | 52.7 | 66.8 |