Base-to-New Generalization on OxfordPets
97.34Base ScoreDeAR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DeARTraining Setup=16-shot2026.03 | 97.34 | 97.5 | 96.81 | |
| PromptKD + MERGETUNEbase_method=PromptKD, merging_strategy=MERGETUNE, teacher_knowledge=true2026.01 | 96.63 | 98.34 | 97.48 | |
| 2SFSBackbone=ViT-L/14, Shots=42025.03 | 96.46 | 98.56 | 97.5 | |
| DroPLe2025.12 | 96.38 | 98.13 | 97.25 | |
| +DPC2025.03 | 96.13 | 97.3 | 96.71 | |
| LoGoPrompt2026.02 | 96.07 | 96.31 | 96.18 | |
| TAC2025.12 | 95.93 | 98.17 | 97.04 | |
| TACPublication=CVPR2025, Training Setup=16-shot2026.03 | 95.93 | 98.17 | 97.04 | |
| MMRLPublication=CVPR2025, Training Setup=16-shot2026.03 | 95.9 | 97.6 | 96.74 | |
| MMRL#Params=4.9M, ×PERL=817×2026.05 | 95.9 | 97.6 | 96.74 | |
| LASP2026.02 | 95.9 | 97.93 | 96.9 | |
| ProVPPublication=CVPR2024, Training Setup=16-shot2026.03 | 95.87 | 97.65 | 96.75 | |
| ProVP#Params=147K, ×PERL=25×2026.05 | 95.87 | 97.65 | 96.75 | |
| ProVP2026.02 | 95.87 | 97.65 | 96.75 | |
| CC-CDFSL2026.03 | 95.82 | 97.99 | 96.89 | |
| CC-CDFSLbase_method=MaPLe2026.03 | 95.82 | 97.99 | 96.89 | |
| TAP2025.12 | 95.8 | 97.73 | 96.76 | |
| SkipT.2024.12 | 95.7 | 97.87 | 96.77 | |
| SkipTPublication=CVPR2025, Training Setup=16-shot2026.03 | 95.7 | 97.87 | 96.77 | |
| CoPrompt2026.02 | 95.67 | 98.1 | 96.87 | |
| MaPLe2026.03 | 95.64 | 97.8 | 96.71 | |
| MaPLe2026.03 | 95.64 | 97.8 | 96.71 | |
| MMRL++#Params=813K, ×PERL=136×2026.05 | 95.6 | 97.43 | 96.51 | |
| MetaPrompt2026.02 | 95.53 | 97 | 96.26 | |
| 2SFSLoRABackbone=ViT-B/16, Shots=162025.03 | 95.5 | 97.13 | 96.31 | |
| PromptSRC2026.02 | 95.47 | 97.4 | 96.43 | |
| MMLoP2026.02 | 95.47 | 96.97 | 96.21 | |
| MaPLe2024.12 | 95.43 | 97.76 | 96.58 | |
| MaPLeBackbone=ViT-B/16, Shots=162025.03 | 95.43 | 97.76 | 96.58 | |
| MaPLePublication=CVPR2023, Training Setup=16-shot2026.03 | 95.43 | 97.76 | 96.58 | |
| MaPLe#Params=3.5M, ×PERL=583×2026.05 | 95.43 | 97.76 | 96.58 | |
| ProDA2026.02 | 95.43 | 97.83 | 96.62 | |
| MaPLe2026.02 | 95.43 | 97.76 | 96.58 | |
| ProSRC2025.03 | 95.41 | 97.3 | 96.34 | |
| MMABackbone=ViT-B/16, Shots=162025.03 | 95.4 | 98.07 | 96.72 | |
| MMAC#Params=675K, ×PERL=113×2026.05 | 95.4 | 98.07 | 96.72 | |
| MMA2026.02 | 95.4 | 98.07 | 96.72 | |
| ProSRC.2024.12 | 95.33 | 97.3 | 96.3 | |
| PSRC2025.12 | 95.33 | 97.3 | 96.3 | |
| PromptSRCPublication=ICCV2023, Training Setup=16-shot2026.03 | 95.33 | 97.3 | 96.3 | |
| PromptSRC#Params=46K, ×PERL=8×2026.05 | 95.33 | 97.3 | 96.3 | |
| 2SFSLayerNormBackbone=ViT-B/16, Shots=162025.03 | 95.32 | 97.82 | 96.55 | |
| 2SFS2026.02 | 95.32 | 97.82 | 96.55 | |
| CoCoOp2024.12 | 95.2 | 97.69 | 96.43 | |
| CoCoOpBackbone=ViT-B/16, Shots=162025.03 | 95.2 | 97.69 | 96.43 | |
| CoCoOp#Params=35K, ×PERL=6×2026.05 | 95.2 | 97.69 | 96.43 | |
| CoCoOp2026.02 | 95.2 | 97.69 | 96.43 | |
| ProGrad2024.12 | 95.07 | 97.63 | 96.33 | |
| ProGradBackbone=ViT-B/16, Shots=162025.03 | 95.07 | 97.63 | 96.33 | |
| ProGradPublication=CVPR2023, Training Setup=16-shot2026.03 | 95.07 | 97.63 | 96.33 | |
| ProGrad2026.02 | 95.07 | 97.63 | 96.33 | |
| MMABackbone=ViT-L/14, Shots=42025.03 | 94.93 | 98.47 | 96.67 | |
| IVLP2026.02 | 94.9 | 97.2 | 96.04 | |
| +DePT2025.03 | 94.83 | 97.21 | 96 | |
| PERL#Params=6K, ×PERL=1×2026.05 | 94.76 | 97.48 | 96.11 | |
| CoPro.*2024.12 | 94.73 | 96.7 | 95.71 | |
| TCP2024.12 | 94.67 | 97.2 | 95.92 | |
| TCP2025.03 | 94.67 | 97.2 | 95.92 | |
| TCPPublication=CVPR2024, Training Setup=16-shot2026.03 | 94.67 | 97.2 | 95.92 | |
| TCP#Params=331K, ×PERL=55×2026.05 | 94.67 | 97.2 | 95.92 | |
| TCP2026.02 | 94.67 | 97.2 | 95.92 | |
| KgCoOp2024.12 | 94.65 | 97.76 | 96.18 | |
| KgCoOpBackbone=ViT-B/16, Shots=162025.03 | 94.65 | 97.76 | 96.18 | |
| KgCoOp2025.12 | 94.65 | 97.76 | 96.18 | |
| KgCoOp#Params=2K, ×PERL=0.33×2026.05 | 94.65 | 97.76 | 96.18 | |
| KgCoOp2026.02 | 94.65 | 97.76 | 96.18 | |
| RPO2026.02 | 94.63 | 97.5 | 96.05 | |
| DeKgTCP2025.12 | 94.47 | 97.76 | 96.09 | |
| CLIP-LoRABackbone=ViT-B/16, Shots=162025.03 | 94.36 | 95.71 | 95.03 | |
| CLIP-LoRA2026.02 | 94.36 | 95.71 | 95.03 | |
| DePT2024.12 | 94.33 | 97.23 | 95.76 | |
| CLIPBackbone=ViT-L/14, Shots=42025.03 | 93.78 | 96.53 | 95.14 | |
| CoOp2024.12 | 93.67 | 95.29 | 94.47 | |
| CoOPBackbone=ViT-B/16, Shots=162025.03 | 93.67 | 95.29 | 94.47 | |
| CoOp2025.12 | 93.67 | 95.29 | 94.47 | |
| CoOpPublication=ICCV2021, Training Setup=16-shot2026.03 | 93.67 | 95.29 | 94.47 | |
| CoOp#Params=2K, ×PERL=0.33×2026.05 | 93.67 | 95.29 | 94.47 | |
| CoOp2026.02 | 93.67 | 95.29 | 94.47 | |
| PromptKDPublication=CVPR2024, Training Setup=16-shot2026.03 | 93.42 | 97.44 | 95.39 | |
| CLIPBackbone=ViT-B/16, Shots=02025.03 | 91.17 | 97.26 | 94.12 | |
| CLIP2026.01 | 91.17 | 97.26 | 94.12 | |
| CLIPPublication=ICML2021, Training Setup=16-shot2026.03 | 91.17 | 97.96 | 94.12 | |
| CLIP#Params=02026.05 | 91.17 | 97.26 | 94.12 | |
| CLIP2026.02 | 91.17 | 97.26 | 94.12 | |
| CoOpDePT=false2023.09 | 0.9557 | 0.9753 | 0.9654 | |
| VPT + DePTDePT=true2023.09 | 0.955 | 0.9633 | 0.9591 | |
| KgCoOpDePT=false2023.09 | 0.9547 | 0.978 | 0.9662 | |
| PromptSRC + DePTDePT=true2023.09 | 0.9543 | 0.9733 | 0.9637 | |
| PromptSRCDePT=false2023.09 | 0.9527 | 0.9723 | 0.9624 | |
| MaPLeDePT=false2023.09 | 0.9517 | 0.9777 | 0.9645 | |
| VPTDePT=false2023.09 | 0.9513 | 0.9647 | 0.958 | |
| MaPLe + DePTDePT=true2023.09 | 0.9503 | 0.9783 | 0.9641 | |
| CoCoOpDePT=false2023.09 | 0.9493 | 0.979 | 0.9639 | |
| CoOp + DePTDePT=true2023.09 | 0.947 | 0.9763 | 0.9614 | |
| KgCoOp + DePTDePT=true2023.09 | 0.9433 | 0.9723 | 0.9576 | |
| CoCoOp + DePTDePT=true2023.09 | 0.9403 | 0.972 | 0.9559 |