Base-to-New Generalization on ImageNet
82Base AccuracyMMA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MMABackbone=ViT-L/14, Shots=42025.03 | 82 | 76.67 | 79.25 | |
| 2SFSBackbone=ViT-L/14, Shots=42025.03 | 81.35 | 75.9 | 78.53 | |
| PromptKDBackbone=ViT-B/16, Teacher Model=ViT-L/14 CLIP2024.03 | 80.83 | 74.66 | 77.62 | |
| CLIPBackbone=ViT-L/14, Shots=42025.03 | 79.18 | 74.04 | 76.53 | |
| PromptSRC + T_En2023.11 | 78.74 | 71.68 | 75.04 | |
| TAC2025.12 | 78.57 | 71.03 | 74.61 | |
| TACPublication=CVPR2025, Training Setup=16-shot2026.03 | 78.57 | 71.03 | 74.61 | |
| +DPC2025.03 | 78.48 | 70.72 | 74.4 | |
| VPT + DePTDePT=true2023.09 | 78.4 | 68.9 | 73.34 | |
| CoCoOp + T_En2023.11 | 78.39 | 72.79 | 75.49 | |
| DroPLe2025.12 | 78.24 | 71.38 | 74.65 | |
| PromptSRC + DePTDePT=true2023.09 | 78.2 | 70.27 | 74.02 | |
| DeARTraining Setup=16-shot2026.03 | 78.12 | 71.8 | 74.83 | |
| TAP2025.12 | 77.97 | 70.4 | 73.99 | |
| +DePT2025.03 | 77.91 | 70.77 | 74.17 | |
| MMRL2025.05 | 77.9 | 71.3 | 74.45 | |
| MMRLPublication=CVPR2025, Training Setup=16-shot2026.03 | 77.9 | 71.3 | 74.45 | |
| MMRL#Params=4.9M, ×PERL=817×2026.05 | 77.9 | 71.3 | 74.45 | |
| MaPLe + DePTDePT=true2023.09 | 77.87 | 70.23 | 73.85 | |
| SkipT.2024.12 | 77.73 | 70.4 | 73.89 | |
| SkipTPublication=CVPR2025, Training Setup=16-shot2026.03 | 77.73 | 70.4 | 73.89 | |
| 2SFSLayerNormBackbone=ViT-B/16, Shots=162025.03 | 77.71 | 70.99 | 74.2 | |
| 2SFS2026.02 | 77.71 | 70.99 | 74.2 | |
| 2SFSLoRABackbone=ViT-B/16, Shots=162025.03 | 77.7 | 71.6 | 74.53 | |
| CoPrompt2026.02 | 77.67 | 71.27 | 74.33 | |
| PromptSRCDePT=false2023.09 | 77.63 | 70.23 | 73.75 | |
| MMRL++2025.05 | 77.63 | 71.5 | 74.44 | |
| PromptKDPublication=CVPR2024, Training Setup=16-shot2026.03 | 77.63 | 70.96 | 74.15 | |
| MMRL++#Params=813K, ×PERL=136×2026.05 | 77.63 | 71.5 | 74.44 | |
| PromptSRCBackbone=ViT-B/162024.03 | 77.6 | 70.73 | 74.01 | |
| ProSRC.2024.12 | 77.6 | 70.73 | 74.01 | |
| PSRC2025.12 | 77.6 | 70.73 | 74.01 | |
| PromptSRCPublication=ICCV2023, Training Setup=16-shot2026.03 | 77.6 | 70.73 | 74.01 | |
| PromptSRC#Params=46K, ×PERL=8×2026.05 | 77.6 | 70.73 | 74.01 | |
| PromptSRC2026.02 | 77.6 | 70.73 | 74.01 | |
| CLIP-LoRABackbone=ViT-B/16, Shots=162025.03 | 77.58 | 68.76 | 72.91 | |
| CLIP-LoRA2026.02 | 77.58 | 68.76 | 72.91 | |
| MetaPrompt2026.02 | 77.52 | 70.83 | 74.02 | |
| DeKgTCP2025.12 | 77.4 | 69.2 | 73.07 | |
| MMABackbone=ViT-B/16, Shots=162025.03 | 77.31 | 71 | 74.02 | |
| MMAC#Params=675K, ×PERL=113×2026.05 | 77.31 | 71 | 74.02 | |
| MMA2026.02 | 77.31 | 71 | 74.02 | |
| ProSRC2025.03 | 77.28 | 70.72 | 73.85 | |
| TCP2024.12 | 77.27 | 69.87 | 73.38 | |
| TCP2025.03 | 77.27 | 69.87 | 73.38 | |
| TCPPublication=CVPR2024, Training Setup=16-shot2026.03 | 77.27 | 69.87 | 73.38 | |
| TCP#Params=331K, ×PERL=55×2026.05 | 77.27 | 69.87 | 73.38 | |
| TCP2026.02 | 77.27 | 69.87 | 73.38 | |
| MaPLeDePT=false2023.09 | 77.23 | 69.63 | 73.24 | |
| CoOp + DePTDePT=true2023.09 | 77.13 | 70.1 | 73.45 | |
| KgCoOp + DePTDePT=true2023.09 | 77.03 | 70.13 | 73.42 | |
| DePT2024.12 | 77.03 | 70.13 | 73.42 | |
| ProGrad2024.12 | 77.02 | 66.66 | 71.46 | |
| ProGradBackbone=ViT-B/16, Shots=162025.03 | 77.02 | 66.66 | 71.46 | |
| ProGradPublication=CVPR2023, Training Setup=16-shot2026.03 | 77.02 | 66.66 | 71.46 | |
| ProGrad2026.02 | 77.02 | 66.66 | 71.46 | |
| IVLP2026.02 | 77 | 66.5 | 71.37 | |
| MMLoP2026.02 | 77 | 70.5 | 73.61 | |
| CoCoOp + DePTDePT=true2023.09 | 76.87 | 70.47 | 73.53 | |
| LoGoPrompt2026.02 | 76.74 | 70.83 | 73.66 | |
| MaPLeBackbone=ViT-B/162024.03 | 76.66 | 70.54 | 73.47 | |
| MaPLe2024.12 | 76.66 | 70.54 | 73.47 | |
| MaPLeBackbone=ViT-B/16, Shots=162025.03 | 76.66 | 70.54 | 73.47 | |
| MaPLe#Params=3.5M, ×PERL=583×2026.05 | 76.66 | 70.54 | 73.47 | |
| MaPLe2026.02 | 76.66 | 70.54 | 73.47 | |
| MaPLePublication=CVPR2023, Training Setup=16-shot2026.03 | 76.6 | 70.54 | 73.47 | |
| RPO2026.02 | 76.6 | 71.57 | 74 | |
| CoOpDePT=false2023.09 | 76.57 | 69.97 | 73.12 | |
| CoPro.*2024.12 | 76.53 | 71.3 | 73.82 | |
| CoOpBackbone=ViT-B/162024.03 | 76.47 | 67.88 | 71.92 | |
| CoOp2024.12 | 76.47 | 67.88 | 71.92 | |
| CoOPBackbone=ViT-B/16, Shots=162025.03 | 76.47 | 67.88 | 71.92 | |
| CoOp2025.12 | 76.47 | 67.88 | 71.92 | |
| CoOpPublication=ICCV2021, Training Setup=16-shot2026.03 | 76.47 | 67.88 | 71.92 | |
| CoOp#Params=2K, ×PERL=0.33×2026.05 | 76.47 | 67.88 | 71.92 | |
| CoOp2026.02 | 76.47 | 67.88 | 71.92 | |
| T_En2023.11 | 76.22 | 72.47 | 74.3 | |
| LASP2026.02 | 76.2 | 70.95 | 73.48 | |
| KgCoOpDePT=false2023.09 | 76.17 | 70.53 | 73.24 | |
| IPOLLM=GPT-4o2024.10 | 76.14 | 72.13 | 74.09 | |
| TF_En2023.11 | 76.05 | 72.25 | 74.1 | |
| CoCoOpBackbone=ViT-B/162024.03 | 75.98 | 70.43 | 73.1 | |
| CoCoOp2024.12 | 75.98 | 70.43 | 73.1 | |
| CoCoOpBackbone=ViT-B/16, Shots=162025.03 | 75.98 | 70.43 | 73.1 | |
| CoCoOp#Params=35K, ×PERL=6×2026.05 | 75.98 | 70.43 | 73.1 | |
| CoCoOp2026.02 | 75.98 | 70.43 | 73.1 | |
| CoCoOpDePT=false2023.09 | 75.9 | 70.73 | 73.23 | |
| VPTDePT=false2023.09 | 75.9 | 68.1 | 71.79 | |
| KgCoOp2024.12 | 75.83 | 69.96 | 72.78 | |
| KgCoOpBackbone=ViT-B/16, Shots=162025.03 | 75.83 | 69.96 | 72.78 | |
| KgCoOp2025.12 | 75.83 | 69.96 | 72.78 | |
| KgCoOp#Params=2K, ×PERL=0.33×2026.05 | 75.83 | 69.96 | 72.78 | |
| KgCoOp2026.02 | 75.83 | 69.96 | 72.78 | |
| ProVPPublication=CVPR2024, Training Setup=16-shot2026.03 | 75.82 | 69.21 | 72.36 | |
| ProVP#Params=147K, ×PERL=25×2026.05 | 75.82 | 69.21 | 72.36 | |
| ProVP2026.02 | 75.82 | 69.21 | 72.36 | |
| CC-CDFSL2026.03 | 75.59 | 71.1 | 73.28 | |
| MaPLe2026.03 | 75.57 | 70.88 | 73.15 | |
| ProDA2026.02 | 75.4 | 70.23 | 72.72 | |
| PERL#Params=6K, ×PERL=1×2026.05 | 75.16 | 70.87 | 72.95 |