Image Classification on Caltech101 few-shot
95.1AccuracyPrimal-RAIL
Evaluation results
| Method | Links | |
|---|---|---|
| Primal-RAILEvaluation Stage=Last2025.03 | 95.1 | |
| Dual-RAILEvaluation Stage=Last2025.03 | 94.8 | |
| Primal-RAILEvaluation Stage=Average2025.03 | 94.5 | |
| Dual-RAILEvaluation Stage=Average2025.03 | 94.2 | |
| Individual FT2025.03 | 93.5 | |
| ConDU (LoRA)Evaluation Stage=Last2025.03 | 92.4 | |
| ConDU (LoRA)Evaluation Stage=Average2025.03 | 92.1 | |
| ConDU (FT)Evaluation Stage=Last2025.03 | 90.7 | |
| ConDU (FT)Evaluation Stage=Average2025.03 | 90.5 | |
| LwF-VREvaluation Stage=Last2025.03 | 89.9 | |
| MoEEvaluation Stage=Average2025.03 | 89.6 | |
| MoEEvaluation Stage=Last2025.03 | 89.3 | |
| LwF-VREvaluation Stage=Average2025.03 | 89.1 | |
| WiSE-FTEvaluation Stage=Last2025.03 | 88.9 | |
| ZSCLEvaluation Stage=Average2025.03 | 88.6 | |
| ZSCLEvaluation Stage=Last2025.03 | 88.5 | |
| Zero-shot2025.03 | 88.4 | |
| Primal-RAILEvaluation Stage=Transfer2025.03 | 88.4 | |
| Dual-RAILEvaluation Stage=Transfer2025.03 | 88.4 | |
| ConDU (LoRA)Evaluation Stage=Transfer2025.03 | 88.1 | |
| ConDU (FT)Evaluation Stage=Transfer2025.03 | 88 | |
| MoEEvaluation Stage=Transfer2025.03 | 87.9 | |
| WiSE-FTEvaluation Stage=Average2025.03 | 87.7 | |
| Continual FTEvaluation Stage=Last2025.03 | 86.9 | |
| Continual FTEvaluation Stage=Average2025.03 | 86.4 | |
| ZSCLEvaluation Stage=Transfer2025.03 | 84 | |
| LwF-VREvaluation Stage=Transfer2025.03 | 82.2 | |
| WiSE-FTEvaluation Stage=Transfer2025.03 | 77.6 | |
| LwFEvaluation Stage=Average2025.03 | 77.4 | |
| Continual FTEvaluation Stage=Transfer2025.03 | 72.8 | |
| LwFEvaluation Stage=Transfer2025.03 | 72.1 | |
| LwFEvaluation Stage=Last2025.03 | 58.2 |