Base-to-novel generalization on Flowers102
99.42Base AccuracyPromptKD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PromptKDBackbone=ViT-B/16, Teacher Model=ViT-L/14 CLIP2024.03 | 99.42 | 82.62 | 90.24 | |
| PromptKD + MERGETUNEbase_method=PromptKD, merging_strategy=MERGETUNE, teacher_knowledge=true2026.01 | 99.3 | 82.67 | 90.23 | |
| LoGoPrompt2026.02 | 99.05 | 76.52 | 86.34 | |
| DeARTraining Setup=16-shot2026.03 | 99 | 78.5 | 87.57 | |
| MMRLPublication=CVPR2025, Training Setup=16-shot2026.03 | 98.97 | 77.27 | 86.78 | |
| MMRL#Params=4.9M, ×PERL=817×2026.05 | 98.97 | 77.27 | 86.78 | |
| PromptKDPublication=CVPR2024, Training Setup=16-shot2026.03 | 98.69 | 81.91 | 89.52 | |
| DroPLe2025.12 | 98.61 | 78.29 | 87.28 | |
| DeKgTCP2025.12 | 98.58 | 75.18 | 85.3 | |
| SkipTPublication=CVPR2025, Training Setup=16-shot2026.03 | 98.57 | 75.8 | 85.7 | |
| MMRL++#Params=813K, ×PERL=136×2026.05 | 98.53 | 77.9 | 87.01 | |
| ProVPPublication=CVPR2024, Training Setup=16-shot2026.03 | 98.42 | 72.06 | 83.2 | |
| ProVP#Params=147K, ×PERL=25×2026.05 | 98.42 | 72.06 | 83.2 | |
| ProVP2026.02 | 98.42 | 72.06 | 83.2 | |
| 2SFS2026.02 | 98.29 | 76.17 | 85.83 | |
| ManiPT2026.02 | 98.12 | 76.84 | 86.19 | |
| PromptSRCBackbone=ViT-B/162024.03 | 98.07 | 76.5 | 85.95 | |
| PSRC2025.12 | 98.07 | 76.5 | 85.95 | |
| PromptSRC2026.02 | 98.07 | 76.5 | 85.95 | |
| PromptSRCPublication=ICCV2023, Training Setup=16-shot2026.03 | 98.07 | 76.5 | 85.95 | |
| PromptSRC#Params=46K, ×PERL=8×2026.05 | 98.07 | 76.5 | 85.95 | |
| TAC2025.12 | 97.97 | 76.87 | 86.15 | |
| TAC2026.02 | 97.97 | 76.87 | 86.15 | |
| TACPublication=CVPR2025, Training Setup=16-shot2026.03 | 97.97 | 76.87 | 86.15 | |
| IVLP2026.02 | 97.97 | 72.1 | 83.07 | |
| CLIP-LoRA2026.02 | 97.91 | 68.61 | 80.68 | |
| TAP2025.12 | 97.9 | 75.57 | 85.3 | |
| TAP2026.02 | 97.9 | 75.57 | 85.3 | |
| PromptSRC2026.02 | 97.9 | 76.37 | 85.8 | |
| LLaMP2026.02 | 97.82 | 77.4 | 86.42 | |
| MMAC#Params=675K, ×PERL=113×2026.05 | 97.77 | 75.93 | 85.48 | |
| MMA2026.02 | 97.77 | 75.93 | 85.48 | |
| TCP2025.03 | 97.73 | 75.57 | 85.23 | |
| TCPPublication=CVPR2024, Training Setup=16-shot2026.03 | 97.73 | 75.57 | 85.23 | |
| TCP#Params=331K, ×PERL=55×2026.05 | 97.73 | 75.57 | 85.23 | |
| TCP2026.02 | 97.73 | 75.57 | 85.23 | |
| ProDA2026.02 | 97.7 | 68.68 | 80.66 | |
| MetaPrompt2026.02 | 97.66 | 74.49 | 84.52 | |
| MMLoP2026.02 | 97.63 | 76.73 | 85.93 | |
| CoOpBackbone=ViT-B/162024.03 | 97.6 | 59.67 | 74.06 | |
| CoOp2025.12 | 97.6 | 59.67 | 74.06 | |
| CoOp2026.02 | 97.6 | 59.67 | 74.06 | |
| CoOpPublication=ICCV2021, Training Setup=16-shot2026.03 | 97.6 | 59.67 | 74.06 | |
| CoOp#Params=2K, ×PERL=0.33×2026.05 | 97.6 | 59.67 | 74.06 | |
| CoOp2026.02 | 97.6 | 59.67 | 74.06 | |
| +DePT2025.03 | 97.44 | 74.89 | 84.69 | |
| +DPC2025.03 | 97.44 | 73.19 | 83.59 | |
| CoPrompt2026.02 | 97.27 | 76.6 | 85.71 | |
| CoPrompt2026.02 | 97.27 | 76.6 | 85.71 | |
| ProSRC2025.03 | 97.06 | 73.19 | 83.45 | |
| LASP2026.02 | 97 | 74 | 83.95 | |
| MaPLe2026.03 | 96.11 | 72.44 | 82.61 | |
| CC-CDFSL2026.03 | 96.07 | 73.9 | 83.19 | |
| MaPLeBackbone=ViT-B/162024.03 | 95.92 | 72.46 | 82.56 | |
| MaPLe2026.02 | 95.92 | 72.46 | 82.56 | |
| MaPLePublication=CVPR2023, Training Setup=16-shot2026.03 | 95.92 | 72.46 | 82.56 | |
| MaPLe#Params=3.5M, ×PERL=583×2026.05 | 95.92 | 72.46 | 82.56 | |
| MaPLe2026.02 | 95.92 | 72.46 | 82.56 | |
| ProGradPublication=CVPR2023, Training Setup=16-shot2026.03 | 95.54 | 71.87 | 82.03 | |
| ProGrad2026.02 | 95.54 | 71.87 | 82.03 | |
| KgCoOp2025.12 | 95 | 74.73 | 83.65 | |
| KgCoOp#Params=2K, ×PERL=0.33×2026.05 | 95 | 74.73 | 83.65 | |
| KgCoOp2026.02 | 95 | 74.73 | 83.65 | |
| CoCoOpBackbone=ViT-B/162024.03 | 94.87 | 71.75 | 81.71 | |
| CoCoOp2026.02 | 94.87 | 71.75 | 81.71 | |
| CoCoOp#Params=35K, ×PERL=6×2026.05 | 94.87 | 71.75 | 81.71 | |
| CoCoOp2026.02 | 94.87 | 71.75 | 81.71 | |
| RPO2026.02 | 94.13 | 76.67 | 84.5 | |
| PERL#Params=6K, ×PERL=1×2026.05 | 78.35 | 76.85 | 77.59 | |
| CLIPBackbone=ViT-B/162024.03 | 72.08 | 77.8 | 74.83 | |
| CLIP2026.01 | 72.08 | 77.8 | 74.83 | |
| CLIP2026.02 | 72.08 | 77.8 | 74.83 | |
| CLIPPublication=ICML2021, Training Setup=16-shot2026.03 | 72.08 | 77.8 | 74.83 | |
| CLIP#Params=02026.05 | 72.08 | 77.8 | 74.83 | |
| CLIP2026.02 | 72.08 | 77.8 | 74.83 |