Few-shot Image Classification on DTD
83.6AccuracyFD-Align
Evaluation results
| Method | Links | |
|---|---|---|
| FD-AlignNumber of ways=5, Number of shots=52023.10 | 83.6 | |
| WiSE-FTNumber of ways=5, Number of shots=52023.10 | 83.31 | |
| CLIPNumber of ways=5, Number of shots=52023.10 | 82.4 | |
| FD-AlignNumber of ways=5, Number of shots=12023.10 | 66.05 | |
| Individual FT2025.03 | 65.1 | |
| Dual-RAILEvaluation Stage=Last2025.03 | 64.1 | |
| MoEEvaluation Stage=Last2025.03 | 64 | |
| WiSE-FTNumber of ways=5, Number of shots=12023.10 | 63.55 | |
| ConDU (LoRA)Evaluation Stage=Last2025.03 | 63.4 | |
| Primal-RAILEvaluation Stage=Last2025.03 | 63.2 | |
| ConDU (FT)Evaluation Stage=Last2025.03 | 63.1 | |
| Weight RecyclingK=42026.05 | 62.04 | |
| NCCK=42026.05 | 61.54 | |
| CLIPNumber of ways=5, Number of shots=12023.10 | 61.26 | |
| WiSE-FTEvaluation Stage=Last2025.03 | 60.3 | |
| Dual-RAILEvaluation Stage=Average2025.03 | 58.8 | |
| ConDU (LoRA)Evaluation Stage=Average2025.03 | 58.8 | |
| MoEEvaluation Stage=Average2025.03 | 58.7 | |
| CoOpShots=4, Prompt type=tp2023.03 | 58.57 | |
| Continual FTEvaluation Stage=Last2025.03 | 58.4 | |
| KgCoOpShots=4, Prompt type=tp2023.03 | 58.31 | |
| ConDU (FT)Evaluation Stage=Average2025.03 | 58.3 | |
| Primal-RAILEvaluation Stage=Average2025.03 | 58.1 | |
| ProGradShots=4, Prompt type=tp2023.03 | 57.72 | |
| LwF-VREvaluation Stage=Last2025.03 | 57.1 | |
| WiSE-FTEvaluation Stage=Average2025.03 | 55.8 | |
| ZSCLEvaluation Stage=Last2025.03 | 55.7 | |
| CoCoOpShots=4, Prompt type=vp+tp2023.03 | 54.79 | |
| Weight RecyclingK=22026.05 | 53.73 | |
| ZSCLEvaluation Stage=Average2025.03 | 53.5 | |
| LwF-VREvaluation Stage=Average2025.03 | 53.4 | |
| Continual FTEvaluation Stage=Average2025.03 | 52.8 | |
| NCCK=22026.05 | 52.76 | |
| KNNK=42026.05 | 51.64 | |
| Weight RecyclingK=12026.05 | 47.36 | |
| ConDU (FT)Evaluation Stage=Transfer2025.03 | 45.6 | |
| ConDU (LoRA)Evaluation Stage=Transfer2025.03 | 45.6 | |
| ZSCLEvaluation Stage=Transfer2025.03 | 44.8 | |
| Zero-shot2025.03 | 44.6 | |
| Primal-RAILEvaluation Stage=Transfer2025.03 | 44.6 | |
| Dual-RAILEvaluation Stage=Transfer2025.03 | 44.6 | |
| MoEEvaluation Stage=Transfer2025.03 | 44.1 | |
| NCCK=12026.05 | 42.01 | |
| KNNK=12026.05 | 42.01 | |
| LwFEvaluation Stage=Average2025.03 | 41.7 | |
| KNNK=22026.05 | 41.58 | |
| WiSE-FTEvaluation Stage=Transfer2025.03 | 41.3 | |
| LwF-VREvaluation Stage=Transfer2025.03 | 40.1 | |
| Continual FTEvaluation Stage=Transfer2025.03 | 36.4 | |
| LwFEvaluation Stage=Transfer2025.03 | 35.9 | |
| LwFEvaluation Stage=Last2025.03 | 32.1 |