Image Classification on Flowers few-shot
95.6Score (%)Primal-RAIL
Evaluation results
| Method | Links | |
|---|---|---|
| Primal-RAILEvaluation Stage=Last2025.03 | 95.6 | |
| Dual-RAILEvaluation Stage=Last2025.03 | 95.3 | |
| Individual FT2025.03 | 92.9 | |
| ConDU (LoRA)Evaluation Stage=Last2025.03 | 91.8 | |
| MoEEvaluation Stage=Last2025.03 | 89.4 | |
| ConDU (FT)Evaluation Stage=Last2025.03 | 88.6 | |
| Primal-RAILEvaluation Stage=Average2025.03 | 84.4 | |
| Dual-RAILEvaluation Stage=Average2025.03 | 84.3 | |
| ConDU (LoRA)Evaluation Stage=Average2025.03 | 82.9 | |
| ZSCLEvaluation Stage=Last2025.03 | 82.1 | |
| WiSE-FTEvaluation Stage=Last2025.03 | 81.7 | |
| ConDU (FT)Evaluation Stage=Average2025.03 | 81 | |
| MoEEvaluation Stage=Average2025.03 | 79.3 | |
| LwF-VREvaluation Stage=Last2025.03 | 79.2 | |
| Continual FTEvaluation Stage=Last2025.03 | 75.7 | |
| ZSCLEvaluation Stage=Average2025.03 | 73.4 | |
| ConDU (LoRA)Evaluation Stage=Transfer2025.03 | 71.2 | |
| ConDU (FT)Evaluation Stage=Transfer2025.03 | 71.1 | |
| Zero-shot2025.03 | 71 | |
| Primal-RAILEvaluation Stage=Transfer2025.03 | 71 | |
| Dual-RAILEvaluation Stage=Transfer2025.03 | 71 | |
| LwF-VREvaluation Stage=Average2025.03 | 70.8 | |
| WiSE-FTEvaluation Stage=Average2025.03 | 69.3 | |
| LwFEvaluation Stage=Last2025.03 | 66.7 | |
| MoEEvaluation Stage=Transfer2025.03 | 64.7 | |
| ZSCLEvaluation Stage=Transfer2025.03 | 63.6 | |
| Continual FTEvaluation Stage=Average2025.03 | 62 | |
| LwF-VREvaluation Stage=Transfer2025.03 | 56.3 | |
| WiSE-FTEvaluation Stage=Transfer2025.03 | 53 | |
| LwFEvaluation Stage=Average2025.03 | 52.2 | |
| Continual FTEvaluation Stage=Transfer2025.03 | 43.3 | |
| LwFEvaluation Stage=Transfer2025.03 | 41.1 |