Image Classification on Stanford Cars few-shot
86.21Score (%)SCPT
Evaluation results
| Method | Links | |
|---|---|---|
| SCPTShots=162026.07 | 86.21 | |
| TCPShots=162026.07 | 83.7 | |
| ATPromptShots=162026.07 | 79.05 | |
| CoOpShots=162026.07 | 77.72 | |
| Dual-RAILEvaluation Stage=Last2025.03 | 74.6 | |
| Primal-RAILEvaluation Stage=Last2025.03 | 72.5 | |
| KgCoOpShots=162026.07 | 72.14 | |
| CoCoOpShots=162026.07 | 71.58 | |
| MoEEvaluation Stage=Last2025.03 | 69.5 | |
| ConDU (LoRA)Evaluation Stage=Last2025.03 | 68.1 | |
| ProTextShots=162026.07 | 66.77 | |
| ZSCLEvaluation Stage=Last2025.03 | 66.7 | |
| Dual-RAILEvaluation Stage=Average2025.03 | 66.5 | |
| ConDU (FT)Evaluation Stage=Last2025.03 | 66.5 | |
| Primal-RAILEvaluation Stage=Average2025.03 | 66.1 | |
| CLIPShots=162026.07 | 65.7 | |
| Individual FT2025.03 | 65.4 | |
| MoEEvaluation Stage=Average2025.03 | 65.3 | |
| ConDU (LoRA)Evaluation Stage=Average2025.03 | 65.1 | |
| ConDU (LoRA)Evaluation Stage=Transfer2025.03 | 64.9 | |
| ConDU (FT)Evaluation Stage=Average2025.03 | 64.8 | |
| Zero-shot2025.03 | 64.7 | |
| Primal-RAILEvaluation Stage=Transfer2025.03 | 64.7 | |
| Dual-RAILEvaluation Stage=Transfer2025.03 | 64.7 | |
| MoEEvaluation Stage=Transfer2025.03 | 64.5 | |
| ConDU (FT)Evaluation Stage=Transfer2025.03 | 64.4 | |
| WiSE-FTEvaluation Stage=Last2025.03 | 62.8 | |
| LwF-VREvaluation Stage=Last2025.03 | 60.1 | |
| ZSCLEvaluation Stage=Average2025.03 | 57.5 | |
| Continual FTEvaluation Stage=Last2025.03 | 57 | |
| ZSCLEvaluation Stage=Transfer2025.03 | 55.5 | |
| LwF-VREvaluation Stage=Average2025.03 | 44.1 | |
| WiSE-FTEvaluation Stage=Average2025.03 | 42 | |
| LwF-VREvaluation Stage=Transfer2025.03 | 40.5 | |
| WiSE-FTEvaluation Stage=Transfer2025.03 | 37.3 | |
| Continual FTEvaluation Stage=Average2025.03 | 35 | |
| LwFEvaluation Stage=Last2025.03 | 31.5 | |
| Continual FTEvaluation Stage=Transfer2025.03 | 30 | |
| LwFEvaluation Stage=Average2025.03 | 21.3 | |
| LwFEvaluation Stage=Transfer2025.03 | 19 |