Image Classification on Food few-shot
89AccuracyConDU (LoRA)
Evaluation results
| Method | Links | |
|---|---|---|
| ConDU (LoRA)Evaluation Stage=Transfer2025.03 | 89 | |
| MoEEvaluation Stage=Transfer2025.03 | 88.8 | |
| ConDU (FT)Evaluation Stage=Transfer2025.03 | 88.7 | |
| Zero-shot2025.03 | 88.5 | |
| Primal-RAILEvaluation Stage=Transfer2025.03 | 88.5 | |
| Dual-RAILEvaluation Stage=Transfer2025.03 | 88.5 | |
| Primal-RAILEvaluation Stage=Average2025.03 | 88.5 | |
| Dual-RAILEvaluation Stage=Average2025.03 | 88.5 | |
| Primal-RAILEvaluation Stage=Last2025.03 | 88.5 | |
| Dual-RAILEvaluation Stage=Last2025.03 | 88.5 | |
| MoEEvaluation Stage=Average2025.03 | 88.1 | |
| ConDU (FT)Evaluation Stage=Average2025.03 | 87.9 | |
| ConDU (LoRA)Evaluation Stage=Average2025.03 | 87.3 | |
| MoEEvaluation Stage=Last2025.03 | 87.1 | |
| ConDU (FT)Evaluation Stage=Last2025.03 | 87 | |
| ConDU (LoRA)Evaluation Stage=Last2025.03 | 85.6 | |
| ZSCLEvaluation Stage=Transfer2025.03 | 84.9 | |
| Individual FT2025.03 | 83.3 | |
| ZSCLEvaluation Stage=Average2025.03 | 83.1 | |
| ZSCLEvaluation Stage=Last2025.03 | 82.6 | |
| LwF-VREvaluation Stage=Transfer2025.03 | 80 | |
| LwF-VREvaluation Stage=Average2025.03 | 79.2 | |
| LwF-VREvaluation Stage=Last2025.03 | 78.3 | |
| WiSE-FTEvaluation Stage=Last2025.03 | 77.1 | |
| WiSE-FTEvaluation Stage=Average2025.03 | 76.8 | |
| WiSE-FTEvaluation Stage=Transfer2025.03 | 76.6 | |
| Continual FTEvaluation Stage=Last2025.03 | 73.8 | |
| Continual FTEvaluation Stage=Average2025.03 | 70.2 | |
| Continual FTEvaluation Stage=Transfer2025.03 | 68.4 | |
| LwFEvaluation Stage=Transfer2025.03 | 66.6 | |
| LwFEvaluation Stage=Average2025.03 | 54.6 | |
| LwFEvaluation Stage=Last2025.03 | 46 |