Image Classification on FGVC-Aircraft few-shot
36AccuracyDual-RAIL
Evaluation results
| Method | Links | |
|---|---|---|
| Dual-RAILEvaluation Stage=Average2025.03 | 36 | |
| Dual-RAILEvaluation Stage=Last2025.03 | 36 | |
| ConDU (FT)Evaluation Stage=Last2025.03 | 33.3 | |
| ConDU (FT)Evaluation Stage=Average2025.03 | 33.1 | |
| Primal-RAILEvaluation Stage=Average2025.03 | 32.9 | |
| Primal-RAILEvaluation Stage=Last2025.03 | 32.9 | |
| ConDU (LoRA)Evaluation Stage=Average2025.03 | 32.4 | |
| WiSE-FTEvaluation Stage=Average2025.03 | 32 | |
| ConDU (LoRA)Evaluation Stage=Last2025.03 | 31.8 | |
| WiSE-FTEvaluation Stage=Last2025.03 | 30.8 | |
| Individual FT2025.03 | 30.6 | |
| MoEEvaluation Stage=Last2025.03 | 30.1 | |
| MoEEvaluation Stage=Average2025.03 | 30 | |
| ZSCLEvaluation Stage=Average2025.03 | 28.2 | |
| Continual FTEvaluation Stage=Average2025.03 | 28.1 | |
| Continual FTEvaluation Stage=Last2025.03 | 27.8 | |
| ZSCLEvaluation Stage=Last2025.03 | 26.8 | |
| LwF-VREvaluation Stage=Average2025.03 | 24.9 | |
| Zero-shot2025.03 | 24.3 | |
| LwFEvaluation Stage=Average2025.03 | 23.5 | |
| LwF-VREvaluation Stage=Last2025.03 | 22.9 | |
| LwFEvaluation Stage=Last2025.03 | 22.1 |