Base-to-New Generalization on StanfordCars
83.93Base ScoreCLIP-LoRA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CLIP-LoRABackbone=ViT-B/16, Shots=162025.03 | 83.93 | 65.54 | 73.6 | |
| CLIP-LoRA2026.02 | 83.93 | 65.54 | 73.6 | |
| 2SFSLoRABackbone=ViT-B/16, Shots=162025.03 | 83.87 | 70.64 | 76.69 | |
| PromptKD + MERGETUNEbase_method=PromptKD, merging_strategy=MERGETUNE, teacher_knowledge=true2026.01 | 82.98 | 83.9 | 83.44 | |
| SkipTPublication=CVPR2025, Training Setup=16-shot2026.03 | 82.93 | 72.5 | 77.37 | |
| DroPLe2025.12 | 82.87 | 75.04 | 78.76 | |
| 2SFSBackbone=ViT-L/14, Shots=42025.03 | 82.5 | 85.11 | 83.79 | |
| 2SFSLayerNormBackbone=ViT-B/16, Shots=162025.03 | 82.5 | 74.8 | 78.46 | |
| 2SFS2026.02 | 82.5 | 74.8 | 78.46 | |
| +DPC2025.03 | 82.28 | 74.98 | 78.46 | |
| VPT + DePTDePT=true2023.09 | 82.13 | 72.17 | 76.83 | |
| DeARTraining Setup=16-shot2026.03 | 82.01 | 75.2 | 78.47 | |
| TAC2025.12 | 81.63 | 74.17 | 77.72 | |
| TACPublication=CVPR2025, Training Setup=16-shot2026.03 | 81.63 | 74.17 | 77.72 | |
| MMRL++#Params=813K, ×PERL=136×2026.05 | 81.33 | 75.27 | 78.18 | |
| MMRLPublication=CVPR2025, Training Setup=16-shot2026.03 | 81.3 | 75.07 | 78.06 | |
| MMRL#Params=4.9M, ×PERL=817×2026.05 | 81.3 | 75.07 | 78.06 | |
| PromptSRC + T_En2023.11 | 81.26 | 78.48 | 79.85 | |
| DeKgTCP2025.12 | 81.18 | 74.75 | 77.83 | |
| MaPLe + DePTDePT=true2023.09 | 80.93 | 71.73 | 76.06 | |
| PromptSRC + DePTDePT=true2023.09 | 80.8 | 75 | 77.79 | |
| TCP2025.03 | 80.8 | 74.13 | 77.32 | |
| TCPPublication=CVPR2024, Training Setup=16-shot2026.03 | 80.8 | 74.13 | 77.32 | |
| TCP#Params=331K, ×PERL=55×2026.05 | 80.8 | 74.13 | 77.32 | |
| TCP2026.02 | 80.8 | 74.13 | 77.32 | |
| TAP2025.12 | 80.7 | 74.27 | 77.35 | |
| PromptKDPublication=CVPR2024, Training Setup=16-shot2026.03 | 80.48 | 81.78 | 81.12 | |
| ProVPPublication=CVPR2024, Training Setup=16-shot2026.03 | 80.43 | 67.96 | 73.67 | |
| ProVP#Params=147K, ×PERL=25×2026.05 | 80.43 | 67.96 | 73.67 | |
| ProVP2026.02 | 80.43 | 67.96 | 73.67 | |
| CoCoOp + DePTDePT=true2023.09 | 79.87 | 73.33 | 76.46 | |
| MMABackbone=ViT-L/14, Shots=42025.03 | 79.83 | 85.03 | 82.35 | |
| CoOp + DePTDePT=true2023.09 | 79.67 | 72.4 | 75.86 | |
| IVLP2026.02 | 79.53 | 71.47 | 75.28 | |
| KgCoOp + DePTDePT=true2023.09 | 79.13 | 75.47 | 77.26 | |
| MMABackbone=ViT-B/16, Shots=162025.03 | 78.5 | 73.1 | 75.7 | |
| MMAC#Params=675K, ×PERL=113×2026.05 | 78.5 | 73.1 | 75.7 | |
| PromptSRC2026.02 | 78.5 | 75.4 | 76.92 | |
| MMA2026.02 | 78.5 | 73.1 | 75.7 | |
| PromptSRCDePT=false2023.09 | 78.37 | 74.97 | 76.63 | |
| LoGoPrompt2026.02 | 78.36 | 72.39 | 75.26 | |
| PSRC2025.12 | 78.27 | 74.97 | 76.58 | |
| PromptSRCPublication=ICCV2023, Training Setup=16-shot2026.03 | 78.27 | 74.97 | 76.58 | |
| PromptSRC#Params=46K, ×PERL=8×2026.05 | 78.27 | 74.97 | 76.58 | |
| +DePT2025.03 | 78.26 | 74.73 | 76.46 | |
| CoOPBackbone=ViT-B/16, Shots=162025.03 | 78.12 | 60.4 | 68.13 | |
| CoOp2025.12 | 78.12 | 60.4 | 68.13 | |
| CoOpPublication=ICCV2021, Training Setup=16-shot2026.03 | 78.12 | 60.4 | 68.13 | |
| CoOp#Params=2K, ×PERL=0.33×2026.05 | 78.12 | 60.4 | 68.13 | |
| CoOp2026.02 | 78.12 | 60.4 | 68.13 | |
| MMLoP2026.02 | 77.77 | 74.83 | 76.27 | |
| ProGradBackbone=ViT-B/16, Shots=162025.03 | 77.68 | 68.63 | 72.88 | |
| ProGradPublication=CVPR2023, Training Setup=16-shot2026.03 | 77.68 | 68.63 | 72.88 | |
| ProGrad2026.02 | 77.68 | 68.63 | 72.88 | |
| CoPrompt2026.02 | 76.97 | 74.4 | 75.66 | |
| ProSRC2025.03 | 76.34 | 74.98 | 75.65 | |
| MetaPrompt2026.02 | 76.34 | 75.01 | 75.48 | |
| MaPLeDePT=false2023.09 | 76.3 | 72.53 | 74.37 | |
| LASP2026.02 | 75.17 | 71.6 | 73.34 | |
| ProDA2026.02 | 74.7 | 71.2 | 72.91 | |
| CLIPBackbone=ViT-L/14, Shots=42025.03 | 74.56 | 84.65 | 79.29 | |
| CoOpDePT=false2023.09 | 74.3 | 72.1 | 73.18 | |
| RPO2026.02 | 73.87 | 75.53 | 74.69 | |
| MaPLeBackbone=ViT-B/16, Shots=162025.03 | 72.94 | 74 | 73.47 | |
| MaPLePublication=CVPR2023, Training Setup=16-shot2026.03 | 72.94 | 74 | 73.47 | |
| MaPLe#Params=3.5M, ×PERL=583×2026.05 | 72.94 | 74 | 73.47 | |
| MaPLe2026.02 | 72.94 | 74 | 73.47 | |
| CC-CDFSL2026.03 | 72.66 | 74.84 | 73.73 | |
| CC-CDFSLBaseline=MaPLe2026.03 | 72.66 | 74.84 | 73.73 | |
| MaPLe2026.03 | 72.56 | 73.8 | 73.17 | |
| MaPLe2026.03 | 72.56 | 73.8 | 73.17 | |
| KgCoOpBackbone=ViT-B/16, Shots=162025.03 | 71.76 | 75.04 | 73.36 | |
| KgCoOp2025.12 | 71.76 | 75.04 | 73.36 | |
| KgCoOp#Params=2K, ×PERL=0.33×2026.05 | 71.76 | 75.04 | 73.36 | |
| KgCoOp2026.02 | 71.76 | 75.04 | 73.36 | |
| VPTDePT=false2023.09 | 71.63 | 72.2 | 71.92 | |
| KgCoOpDePT=false2023.09 | 71.13 | 74.67 | 72.86 | |
| T_En2023.11 | 71.05 | 80.21 | 75.35 | |
| CoCoOpDePT=false2023.09 | 70.77 | 72.5 | 71.62 | |
| CoCoOpBackbone=ViT-B/16, Shots=162025.03 | 70.49 | 73.59 | 72.01 | |
| CoCoOp#Params=35K, ×PERL=6×2026.05 | 70.49 | 73.59 | 72.01 | |
| CoCoOp2026.02 | 70.49 | 73.59 | 72.01 | |
| PERL#Params=6K, ×PERL=1×2026.05 | 66.64 | 74.57 | 70.38 | |
| CLIPVision Encoder=ViT-B/162023.11 | 63.37 | 74.89 | 68.65 | |
| CLIPBackbone=ViT-B/16, Shots=02025.03 | 63.37 | 74.89 | 68.65 | |
| CLIP2026.01 | 63.37 | 74.89 | 68.65 | |
| CLIPPublication=ICML2021, Training Setup=16-shot2026.03 | 63.37 | 74.89 | 68.65 | |
| CLIP#Params=02026.05 | 63.37 | 74.89 | 68.65 | |
| CLIP2026.02 | 63.37 | 74.89 | 68.65 |