Base-to-New Generalization on DTD
86.88Base Accuracy+DPC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| +DPC2025.03 | 86.88 | 54.31 | 66.84 | |
| PromptKD + MERGETUNEbase_method=PromptKD, merging_strategy=MERGETUNE, teacher_knowledge=true2026.01 | 86.77 | 72.1 | 78.76 | |
| MMRLPublication=CVPR2025, Training Setup=16-shot2026.03 | 85.67 | 65 | 73.82 | |
| MMRL#Params=4.9M, ×PERL=817×2026.05 | 85.67 | 65 | 73.92 | |
| MMRL++#Params=813K, ×PERL=136×2026.05 | 85.47 | 65.97 | 74.46 | |
| DroPLe2025.12 | 85.43 | 67.32 | 75.3 | |
| VPT + DePTDePT=true2023.09 | 85.07 | 56.6 | 67.97 | |
| PromptSRC + DePTDePT=true2023.09 | 84.8 | 61.2 | 71.09 | |
| 2SFSLayerNormBackbone=ViT-B/16, Shots=162025.03 | 84.6 | 65.01 | 73.52 | |
| 2SFS2026.02 | 84.6 | 65.01 | 73.52 | |
| 2SFSLoRABackbone=ViT-B/16, Shots=162025.03 | 84.53 | 63.53 | 72.54 | |
| ManiPT2026.02 | 84.38 | 68.56 | 75.65 | |
| ManiPT2026.02 | 84.38 | 68.56 | 75.65 | |
| TAP2025.12 | 84.2 | 68 | 75.24 | |
| TAP2026.02 | 84.2 | 68 | 75.24 | |
| TAP2026.02 | 84.2 | 68 | 75.24 | |
| CLIP-LoRABackbone=ViT-B/16, Shots=162025.03 | 83.95 | 62.84 | 71.39 | |
| ProVP#Params=147K, ×PERL=25×2026.05 | 83.95 | 59.06 | 69.34 | |
| ProVP2026.02 | 83.95 | 59.06 | 69.34 | |
| CLIP-LoRA2026.02 | 83.95 | 62.84 | 71.39 | |
| DeARTraining Setup=16-shot2026.03 | 83.9 | 75.6 | 79.62 | |
| MaPLe + DePTDePT=true2023.09 | 83.87 | 59.93 | 69.91 | |
| DeKgTCP2025.12 | 83.8 | 59.66 | 69.7 | |
| SkipT.2024.12 | 83.77 | 67.23 | 74.59 | |
| SkipTPublication=CVPR2025, Training Setup=16-shot2026.03 | 83.77 | 67.23 | 74.59 | |
| +DePT2025.03 | 83.64 | 59.18 | 69.32 | |
| LLaMP2026.02 | 83.49 | 64.49 | 72.77 | |
| LLaMP2026.02 | 83.49 | 64.49 | 72.77 | |
| ProSRC2025.03 | 83.45 | 54.31 | 65.8 | |
| PromptSRCDePT=false2023.09 | 83.43 | 62.53 | 71.49 | |
| ProSRC.2024.12 | 83.37 | 62.97 | 71.15 | |
| PSRC2025.12 | 83.37 | 62.97 | 71.75 | |
| TAC2025.12 | 83.37 | 64.27 | 72.58 | |
| PromptSRC2026.02 | 83.37 | 62.97 | 71.75 | |
| TAC2026.02 | 83.37 | 64.27 | 72.58 | |
| PromptSRC2026.02 | 83.37 | 62.97 | 71.75 | |
| TAC2026.02 | 83.37 | 64.27 | 72.58 | |
| PromptSRCPublication=ICCV2023, Training Setup=16-shot2026.03 | 83.37 | 62.97 | 71.75 | |
| TACPublication=CVPR2025, Training Setup=16-shot2026.03 | 83.37 | 64.27 | 72.58 | |
| PromptSRC#Params=46K, ×PERL=8×2026.05 | 83.37 | 62.97 | 71.75 | |
| PromptSRC2026.02 | 83.37 | 62.47 | 71.42 | |
| CoOp + DePTDePT=true2023.09 | 83.2 | 56.13 | 67.04 | |
| MMABackbone=ViT-B/16, Shots=162025.03 | 83.2 | 65.63 | 73.38 | |
| MMAC#Params=675K, ×PERL=113×2026.05 | 83.2 | 65.63 | 73.38 | |
| MMA2026.02 | 83.2 | 65.63 | 73.38 | |
| CoPrompt2026.02 | 83.13 | 64.73 | 72.79 | |
| CoPrompt2026.02 | 83.13 | 64.73 | 72.79 | |
| CoPrompt2026.02 | 83.13 | 64.73 | 72.79 | |
| MetaPrompt2026.02 | 83.1 | 58.05 | 68.35 | |
| CoPro.*2024.12 | 83 | 63.2 | 71.76 | |
| LoGoPrompt2026.02 | 82.87 | 60.14 | 69.7 | |
| PromptKDPublication=CVPR2024, Training Setup=16-shot2026.03 | 82.86 | 69.15 | 75.39 | |
| CoCoOp + DePTDePT=true2023.09 | 82.77 | 55.4 | 66.37 | |
| TCP2024.12 | 82.77 | 58.07 | 68.25 | |
| TCP2025.03 | 82.77 | 58.07 | 68.25 | |
| TCPPublication=CVPR2024, Training Setup=16-shot2026.03 | 82.77 | 58.07 | 68.25 | |
| TCP#Params=331K, ×PERL=55×2026.05 | 82.77 | 58.07 | 68.25 | |
| TCP2026.02 | 82.77 | 58.07 | 68.25 | |
| MMLoP2026.02 | 82.67 | 60.87 | 70.11 | |
| IVLP2026.02 | 82.4 | 56.2 | 66.82 | |
| KgCoOp + DePTDePT=true2023.09 | 82.2 | 59.13 | 68.78 | |
| DePT2024.12 | 82.2 | 59.13 | 68.78 | |
| MaPLeDePT=false2023.09 | 81.93 | 58.2 | 68.06 | |
| LASP2026.02 | 81.4 | 58.6 | 68.14 | |
| VPTDePT=false2023.09 | 80.9 | 52.73 | 63.85 | |
| 2SFSBackbone=ViT-L/14, Shots=42025.03 | 80.86 | 70.29 | 75.21 | |
| ProDA2026.02 | 80.67 | 56.48 | 66.44 | |
| MaPLe2024.12 | 80.36 | 59.18 | 68.16 | |
| MaPLeBackbone=ViT-B/16, Shots=162025.03 | 80.36 | 59.18 | 68.16 | |
| MaPLe2026.02 | 80.36 | 59.18 | 68.16 | |
| MaPLe2026.02 | 80.36 | 59.18 | 68.16 | |
| MaPLePublication=CVPR2023, Training Setup=16-shot2026.03 | 80.36 | 59.18 | 68.16 | |
| MaPLe#Params=3.5M, ×PERL=583×2026.05 | 80.36 | 59.18 | 68.16 | |
| MaPLe2026.02 | 80.36 | 59.18 | 68.16 | |
| CC-CDFSL2026.03 | 79.9 | 62.28 | 70 | |
| MaPLe2026.03 | 79.86 | 59.54 | 68.28 | |
| CoOp2024.12 | 79.44 | 41.18 | 54.24 | |
| CoOPBackbone=ViT-B/16, Shots=162025.03 | 79.44 | 41.18 | 54.24 | |
| CoOp2025.12 | 79.44 | 41.18 | 54.24 | |
| CoOp2026.02 | 79.44 | 41.18 | 54.24 | |
| CoOp2026.02 | 79.44 | 41.18 | 54.24 | |
| CoOpPublication=ICCV2021, Training Setup=16-shot2026.03 | 79.44 | 41.18 | 54.24 | |
| CoOp#Params=2K, ×PERL=0.33×2026.05 | 79.44 | 41.18 | 54.24 | |
| CoOp2026.02 | 79.44 | 41.18 | 54.24 | |
| CoOpDePT=false2023.09 | 79.33 | 49.7 | 61.11 | |
| KgCoOpDePT=false2023.09 | 78.27 | 57.93 | 66.58 | |
| KgCoOp2024.12 | 77.55 | 54.99 | 64.35 | |
| KgCoOpBackbone=ViT-B/16, Shots=162025.03 | 77.55 | 54.99 | 64.35 | |
| KgCoOp2025.12 | 77.55 | 54.99 | 64.35 | |
| KgCoOp#Params=2K, ×PERL=0.33×2026.05 | 77.55 | 54.99 | 64.35 | |
| KgCoOp2026.02 | 77.55 | 54.99 | 64.35 | |
| CoCoOpDePT=false2023.09 | 77.37 | 52.97 | 62.88 | |
| ProGrad2024.12 | 77.35 | 52.35 | 62.45 | |
| ProGradBackbone=ViT-B/16, Shots=162025.03 | 77.35 | 52.35 | 62.45 | |
| ProGradPublication=CVPR2023, Training Setup=16-shot2026.03 | 77.35 | 52.35 | 62.45 | |
| ProGrad2026.02 | 77.35 | 52.35 | 62.45 | |
| CoCoOp2024.12 | 77.01 | 56 | 64.85 | |
| CoCoOpBackbone=ViT-B/16, Shots=162025.03 | 77.01 | 56 | 64.85 | |
| CoCoOp2026.02 | 77.01 | 56 | 64.85 | |
| CoCoOp2026.02 | 77.01 | 56 | 64.85 |