Few-shot Image Classification on SUN397
72.5AccuracyMoE
Evaluation results
| Method | Links | |
|---|---|---|
| MoEEvaluation Stage=Last2025.03 | 72.5 | |
| ConDU (FT)Evaluation Stage=Last2025.03 | 71.9 | |
| KgCoOpShots=4, Prompt type=tp2023.03 | 71.79 | |
| Individual FT2025.03 | 71.3 | |
| Dual-RAILEvaluation Stage=Last2025.03 | 71.3 | |
| ProGradShots=4, Prompt type=tp2023.03 | 71.17 | |
| Primal-RAILEvaluation Stage=Last2025.03 | 71 | |
| ConDU (LoRA)Evaluation Stage=Last2025.03 | 70.9 | |
| CoCoOpShots=4, Prompt type=vp+tp2023.03 | 70.5 | |
| ZSCLEvaluation Stage=Last2025.03 | 70.4 | |
| CoOpShots=4, Prompt type=tp2023.03 | 70.13 | |
| WiSE-FTEvaluation Stage=Last2025.03 | 70 | |
| LwF-VREvaluation Stage=Last2025.03 | 69.8 | |
| ConDU (FT)Evaluation Stage=Average2025.03 | 67.1 | |
| ConDU (LoRA)Evaluation Stage=Average2025.03 | 67 | |
| Continual FTEvaluation Stage=Last2025.03 | 66.8 | |
| ConDU (FT)Evaluation Stage=Transfer2025.03 | 66.6 | |
| ConDU (LoRA)Evaluation Stage=Transfer2025.03 | 66.4 | |
| MoEEvaluation Stage=Average2025.03 | 65.8 | |
| Dual-RAILEvaluation Stage=Average2025.03 | 65.8 | |
| Primal-RAILEvaluation Stage=Average2025.03 | 65.7 | |
| Zero-shot2025.03 | 65.2 | |
| Primal-RAILEvaluation Stage=Transfer2025.03 | 65.2 | |
| Dual-RAILEvaluation Stage=Transfer2025.03 | 65.2 | |
| MoEEvaluation Stage=Transfer2025.03 | 65.1 | |
| ZSCLEvaluation Stage=Average2025.03 | 62.9 | |
| ZSCLEvaluation Stage=Transfer2025.03 | 62.2 | |
| LwF-VREvaluation Stage=Average2025.03 | 61.6 | |
| LwF-VREvaluation Stage=Transfer2025.03 | 60.8 | |
| LwFEvaluation Stage=Last2025.03 | 60.1 | |
| WiSE-FTEvaluation Stage=Average2025.03 | 59.3 | |
| WiSE-FTEvaluation Stage=Transfer2025.03 | 58.2 | |
| Continual FTEvaluation Stage=Average2025.03 | 54 | |
| Continual FTEvaluation Stage=Transfer2025.03 | 52.7 | |
| LwFEvaluation Stage=Average2025.03 | 52.6 | |
| LwFEvaluation Stage=Transfer2025.03 | 51.7 |