Image Classification on OxfordPet (few-shot)
91.5Score (%)Dual-RAIL
Evaluation results
| Method | Links | |
|---|---|---|
| Dual-RAILEvaluation Stage=Last2025.03 | 91.5 | |
| ConDU (LoRA)Evaluation Stage=Last2025.03 | 90.3 | |
| Dual-RAILEvaluation Stage=Average2025.03 | 89.7 | |
| ConDU (LoRA)Evaluation Stage=Average2025.03 | 89.3 | |
| MoEEvaluation Stage=Transfer2025.03 | 89.1 | |
| MoEEvaluation Stage=Average2025.03 | 89.1 | |
| MoEEvaluation Stage=Last2025.03 | 89.1 | |
| Zero-shot2025.03 | 89 | |
| Primal-RAILEvaluation Stage=Transfer2025.03 | 89 | |
| Dual-RAILEvaluation Stage=Transfer2025.03 | 89 | |
| Primal-RAILEvaluation Stage=Average2025.03 | 89 | |
| Primal-RAILEvaluation Stage=Last2025.03 | 89 | |
| ConDU (FT)Evaluation Stage=Transfer2025.03 | 88.9 | |
| ConDU (LoRA)Evaluation Stage=Transfer2025.03 | 88.8 | |
| ConDU (FT)Evaluation Stage=Average2025.03 | 88 | |
| ZSCLEvaluation Stage=Last2025.03 | 85.9 | |
| ConDU (FT)Evaluation Stage=Last2025.03 | 85.6 | |
| Individual FT2025.03 | 84.9 | |
| LwF-VREvaluation Stage=Last2025.03 | 83.6 | |
| WiSE-FTEvaluation Stage=Last2025.03 | 83.2 | |
| Continual FTEvaluation Stage=Last2025.03 | 82.5 | |
| ZSCLEvaluation Stage=Average2025.03 | 82.4 | |
| ZSCLEvaluation Stage=Transfer2025.03 | 81.4 | |
| LwF-VREvaluation Stage=Average2025.03 | 79.2 | |
| LwF-VREvaluation Stage=Transfer2025.03 | 77.6 | |
| WiSE-FTEvaluation Stage=Average2025.03 | 77.6 | |
| WiSE-FTEvaluation Stage=Transfer2025.03 | 75.5 | |
| Continual FTEvaluation Stage=Average2025.03 | 75.5 | |
| Continual FTEvaluation Stage=Transfer2025.03 | 72.6 | |
| LwFEvaluation Stage=Transfer2025.03 | 69 | |
| LwFEvaluation Stage=Average2025.03 | 68 | |
| LwFEvaluation Stage=Last2025.03 | 64.1 |