Base-to-New Generalization on Caltech101
99.07Base ScoreMMRL++
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MMRL++#Params=813K, ×PERL=136×2026.05 | 99.07 | 94.53 | 96.75 | |
| DeARTraining Setup=16-shot2026.03 | 99 | 95.8 | 96.95 | |
| MMRLPublication=CVPR2025, Training Setup=16-shot2026.03 | 98.97 | 94.5 | 96.68 | |
| MMRL#Params=4.9M, ×PERL=817×2026.05 | 98.97 | 94.5 | 96.68 | |
| PromptKD + MERGETUNEbase_method=PromptKD, merging_strategy=MERGETUNE, teacher_knowledge=true2026.01 | 98.93 | 96.64 | 97.77 | |
| ProVPPublication=CVPR2024, Training Setup=16-shot2026.03 | 98.92 | 94.21 | 96.51 | |
| ProVP#Params=147K, ×PERL=25×2026.05 | 98.92 | 94.21 | 96.51 | |
| ProVP2026.02 | 98.92 | 94.21 | 96.51 | |
| PromptKDBackbone=ViT-B/16, Teacher Model=ViT-L/14 CLIP2024.03 | 98.91 | 96.65 | 97.77 | |
| +DPC2025.03 | 98.9 | 94.21 | 96.5 | |
| TAP2025.12 | 98.9 | 95.5 | 97.17 | |
| DroPLe2025.12 | 98.72 | 96.06 | 97.37 | |
| 2SFSLayerNormBackbone=ViT-B/16, Shots=162025.03 | 98.71 | 94.43 | 96.52 | |
| 2SFS2026.02 | 98.71 | 94.43 | 96.52 | |
| VPT + DePTDePT=true2023.09 | 98.67 | 94.33 | 96.45 | |
| DeKgTCP2025.12 | 98.64 | 95.2 | 96.89 | |
| PromptSRC + DePTDePT=true2023.09 | 98.57 | 94.1 | 96.28 | |
| TAC2025.12 | 98.57 | 95.27 | 96.89 | |
| TACPublication=CVPR2025, Training Setup=16-shot2026.03 | 98.57 | 95.27 | 96.89 | |
| MaPLe + DePTDePT=true2023.09 | 98.53 | 95.03 | 96.75 | |
| SkipTPublication=CVPR2025, Training Setup=16-shot2026.03 | 98.5 | 95.33 | 96.89 | |
| 2SFSLoRABackbone=ViT-B/16, Shots=162025.03 | 98.45 | 94.47 | 96.42 | |
| MMABackbone=ViT-B/16, Shots=162025.03 | 98.4 | 94 | 96.15 | |
| MMAC#Params=675K, ×PERL=113×2026.05 | 98.4 | 94 | 96.15 | |
| MMA2026.02 | 98.4 | 94 | 96.15 | |
| CoCoOp + DePTDePT=true2023.09 | 98.37 | 93.87 | 96.06 | |
| +DePT2025.03 | 98.37 | 94.14 | 96.21 | |
| 2SFSBackbone=ViT-L/14, Shots=42025.03 | 98.36 | 97.09 | 97.72 | |
| CoOp + DePTDePT=true2023.09 | 98.33 | 94.33 | 96.29 | |
| PromptKDPublication=CVPR2024, Training Setup=16-shot2026.03 | 98.31 | 96.29 | 97.29 | |
| KgCoOp + DePTDePT=true2023.09 | 98.3 | 94.6 | 96.41 | |
| MaPLeDePT=false2023.09 | 98.3 | 93.7 | 95.94 | |
| IVLP2026.02 | 98.3 | 93.2 | 95.68 | |
| ProDA2026.02 | 98.27 | 93.23 | 95.68 | |
| CoPrompt2026.02 | 98.27 | 94.9 | 96.55 | |
| MMLoP2026.02 | 98.27 | 93.93 | 96.05 | |
| TCP2025.03 | 98.23 | 94.67 | 96.42 | |
| TCPPublication=CVPR2024, Training Setup=16-shot2026.03 | 98.23 | 94.67 | 96.42 | |
| TCP#Params=331K, ×PERL=55×2026.05 | 98.23 | 94.67 | 96.42 | |
| TCP2026.02 | 98.23 | 94.67 | 96.42 | |
| CLIP-LoRABackbone=ViT-B/16, Shots=162025.03 | 98.19 | 93.05 | 95.55 | |
| LoGoPrompt2026.02 | 98.19 | 93.78 | 95.93 | |
| CLIP-LoRA2026.02 | 98.19 | 93.05 | 95.55 | |
| CoOpDePT=false2023.09 | 98.17 | 94.83 | 96.47 | |
| MetaPrompt2026.02 | 98.13 | 94.58 | 96.32 | |
| PromptSRCDePT=false2023.09 | 98.1 | 93.87 | 95.94 | |
| PromptSRCBackbone=ViT-B/162024.03 | 98.1 | 94.03 | 96.02 | |
| PSRC2025.12 | 98.1 | 94.03 | 96.02 | |
| PromptSRCPublication=ICCV2023, Training Setup=16-shot2026.03 | 98.1 | 94.03 | 96.02 | |
| PromptSRC#Params=46K, ×PERL=8×2026.05 | 98.1 | 94.03 | 96.02 | |
| LASP2026.02 | 98.1 | 94.24 | 96.16 | |
| VPTDePT=false2023.09 | 98.03 | 94.3 | 96.13 | |
| ProGradBackbone=ViT-B/16, Shots=162025.03 | 98.02 | 93.89 | 95.91 | |
| ProGradPublication=CVPR2023, Training Setup=16-shot2026.03 | 98.02 | 93.89 | 95.91 | |
| MaPLe2026.03 | 98.02 | 94.43 | 96.19 | |
| ProGrad2026.02 | 98.02 | 93.89 | 95.91 | |
| CoOpPublication=ICCV2021, Training Setup=16-shot2026.03 | 98.01 | 89.81 | 93.73 | |
| CoOpBackbone=ViT-B/162024.03 | 98 | 89.81 | 93.73 | |
| CoOPBackbone=ViT-B/16, Shots=162025.03 | 98 | 89.81 | 93.73 | |
| CoOp#Params=2K, ×PERL=0.33×2026.05 | 98 | 89.81 | 93.73 | |
| CoOp2026.02 | 98 | 89.81 | 93.73 | |
| RPO2026.02 | 97.97 | 94.37 | 96.03 | |
| CoCoOpBackbone=ViT-B/162024.03 | 97.96 | 93.81 | 95.84 | |
| CoCoOpBackbone=ViT-B/16, Shots=162025.03 | 97.96 | 93.81 | 95.84 | |
| CoCoOp#Params=35K, ×PERL=6×2026.05 | 97.96 | 93.81 | 95.84 | |
| CoCoOp2026.02 | 97.96 | 93.81 | 95.84 | |
| ProSRC2025.03 | 97.93 | 94.21 | 96.03 | |
| PromptSRC2026.02 | 97.93 | 93.83 | 95.84 | |
| CC-CDFSL2026.03 | 97.91 | 95.49 | 96.68 | |
| PERL#Params=6K, ×PERL=1×2026.05 | 97.91 | 94.58 | 96.22 | |
| KgCoOpDePT=false2023.09 | 97.87 | 94.03 | 95.91 | |
| MaPLeBackbone=ViT-B/162024.03 | 97.74 | 94.36 | 96.02 | |
| MaPLeBackbone=ViT-B/16, Shots=162025.03 | 97.74 | 94.36 | 96.02 | |
| MaPLePublication=CVPR2023, Training Setup=16-shot2026.03 | 97.74 | 94.36 | 96.02 | |
| MaPLe#Params=3.5M, ×PERL=583×2026.05 | 97.74 | 94.36 | 96.02 | |
| MaPLe2026.02 | 97.74 | 94.36 | 96.02 | |
| KgCoOpBackbone=ViT-B/16, Shots=162025.03 | 97.72 | 94.39 | 96.03 | |
| KgCoOp2025.12 | 97.72 | 94.39 | 96.03 | |
| KgCoOp#Params=2K, ×PERL=0.33×2026.05 | 97.72 | 94.39 | 96.03 | |
| KgCoOp2026.02 | 97.72 | 94.39 | 96.03 | |
| CoCoOpDePT=false2023.09 | 97.7 | 93.2 | 95.4 | |
| MMABackbone=ViT-L/14, Shots=42025.03 | 97.3 | 97.3 | 97.3 | |
| CLIPBackbone=ViT-B/162024.03 | 96.84 | 94 | 95.4 | |
| CLIPBackbone=ViT-B/16, Shots=02025.03 | 96.84 | 94 | 95.4 | |
| CLIP2026.01 | 96.84 | 94 | 95.4 | |
| CLIPPublication=ICML2021, Training Setup=16-shot2026.03 | 96.84 | 94 | 95.4 | |
| CLIP#Params=02026.05 | 96.84 | 94 | 95.4 | |
| CLIP2026.02 | 96.84 | 94 | 95.4 | |
| CoOp2025.12 | 96 | 89.81 | 93.73 | |
| CLIPBackbone=ViT-L/14, Shots=42025.03 | 95.61 | 95.41 | 95.51 |