Image Classification on Oxford-IIIT Pets (Base, New, H Metrics)
97.68H Score2SFS
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| 2SFSBackbone=ViT-L/14, Shots=162025.03 | 97.68 | 96.74 | 98.64 | — | — | |
| 2SFSBackbone=ViT-L/14, Shots=162025.03 | 97.68 | 96.74 | 98.64 | — | — | |
| AAPEPrompting Strategy=LLM-based2024.10 | 97.45 | 96.89 | 98.02 | — | — | |
| MMABackbone=ViT-L/14, Shots=162025.03 | 97.45 | 96.23 | 98.7 | — | — | |
| MMABackbone=ViT-L/14, Shots=162025.03 | 97.45 | 96.23 | 98.7 | — | — | |
| 2SFSVisual Backbone=ViT-L/14, Shots (k)=82025.03 | 97.3 | 96.15 | 98.47 | — | — | |
| TransAgentVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 97.22 | 96.33 | 98.13 | — | — | |
| PromptKDDPC=false2025.03 | 97.21 | 96.44 | 97.99 | — | — | |
| FCPrompt-Gshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 97.14 | 96.4 | 97.89 | — | — | |
| MAIL++shots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 97.14 | 96.1 | 98.2 | — | — | |
| AttriPrompt2025.12 | 97.09 | 96.13 | 98.07 | — | — | |
| MMAVisual Backbone=ViT-L/14, Shots (k)=82025.03 | 97.03 | 95.77 | 98.33 | — | — | |
| PromptKD + DPCDPC=true2025.03 | 97.02 | 96.07 | 97.99 | — | — | |
| MaPLe + Bi-CoGBackbone=ViT-B/162025.10 | 96.93 | — | — | 92.56 | — | |
| HPT++2024.08 | 96.91 | 95.94 | 97.89 | — | — | |
| MMRLreproduction=true2025.12 | 96.89 | 95.83 | 97.97 | — | — | |
| CoPrompt2023.06 | 96.87 | 95.67 | 98.1 | — | — | |
| CoPrompt2024.08 | 96.87 | 95.67 | 98.1 | — | — | |
| CoPrompt2026.05 | 96.87 | 95.67 | 98.1 | — | — | |
| LASP-VPrompting Strategy=Human-generated prompts2024.10 | 96.79 | 95.73 | 97.87 | — | — | |
| MMRL + NeRPRefining Method=NeRP2026.05 | 96.79 | 95.9 | 97.7 | — | — | |
| SkipT2025.11 | 96.77 | 95.7 | 97.87 | — | — | |
| MMAreproduction=true2025.12 | 96.77 | 95.47 | 98.1 | — | — | |
| SkipT2026.05 | 96.77 | 95.7 | 97.87 | — | — | |
| ProVP2026.03 | 96.75 | 95.87 | 97.65 | — | — | |
| MMA + NeRPRefining Method=NeRP2026.05 | 96.75 | 95.4 | 98.13 | — | — | |
| MMRL2025.11 | 96.74 | 95.9 | 97.6 | — | — | |
| MMRLreproduction=false2025.12 | 96.74 | 95.9 | 97.6 | — | — | |
| MMRL2026.05 | 96.74 | 95.9 | 97.6 | — | — | |
| MMRLshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 96.74 | 95.9 | 97.6 | — | — | |
| MaPLe + DPCDPC=true2025.03 | 96.73 | 95.82 | 97.67 | — | — | |
| MMABackbone=ViT-B/16, Shots=162025.03 | 96.72 | 95.4 | 98.07 | — | — | |
| MMA2025.11 | 96.72 | 95.4 | 98.07 | — | — | |
| MMAreproduction=false2025.12 | 96.72 | 95.4 | 98.07 | — | — | |
| MMA2026.03 | 96.72 | 95.4 | 98.07 | — | — | |
| MMA2026.05 | 96.72 | 95.4 | 98.07 | — | — | |
| MMAshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 96.72 | 95.4 | 98.07 | — | — | |
| MAILshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 96.72 | 95.5 | 97.97 | — | — | |
| HPT2024.08 | 96.71 | 95.78 | 97.65 | — | — | |
| PromptSRC + DPCDPC=true2025.03 | 96.71 | 96.13 | 97.3 | — | — | |
| IPO2025.12 | 96.7 | 95.21 | 98.23 | — | — | |
| CoOp + DPCDPC=true2025.03 | 96.69 | 95.8 | 97.6 | — | — | |
| EvoPrompt2026.03 | 96.68 | 95.3 | 98.1 | — | — | |
| A3B22026.05 | 96.66 | 95.52 | 97.83 | — | — | |
| MMRL + AmPLe2025.12 | 96.63 | 95.4 | 97.9 | — | — | |
| MaPLeVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 96.62 | 95.43 | 97.83 | — | — | |
| ProDA2025.11 | 96.62 | 95.43 | 97.83 | — | — | |
| MaPLereproduction=true2025.12 | 96.62 | 95.53 | 97.73 | — | — | |
| ProDA2026.03 | 96.62 | 95.43 | 97.83 | — | — | |
| MaPLeBackbone=ViT-B/162025.10 | 96.6 | — | — | 92.33 | — | |
| MaPLe2022.12 | 96.58 | 95.43 | 97.76 | — | — | |
| MaPLe2022.12 | 96.58 | 95.43 | 97.76 | — | — | |
| MaPLe2022.12 | 96.58 | 95.43 | 97.76 | — | — | |
| MaPLe2023.06 | 96.58 | 95.43 | 97.76 | — | — | |
| MaPLe2024.08 | 96.58 | 95.43 | 97.76 | — | — | |
| MaPLeBackbone=ViT-B/16, Shots=162025.03 | 96.58 | 95.43 | 97.76 | — | — | |
| MaPLe2025.11 | 96.58 | 95.43 | 97.76 | — | — | |
| MaPLereproduction=false2025.12 | 96.58 | 95.43 | 97.76 | — | — | |
| MaPLe2026.03 | 96.58 | 95.43 | 97.76 | — | — | |
| MaPLe2026.05 | 96.58 | 95.43 | 97.76 | — | — | |
| MaPLeshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 96.58 | 95.43 | 97.76 | — | — | |
| 2SFSBackbone=ViT-B/16, Shots=162025.03 | 96.55 | 95.32 | 97.82 | — | — | |
| 2SFS2025.11 | 96.55 | 95.32 | 97.82 | — | — | |
| MaPLe2026.05 | 96.55 | 95.21 | 97.93 | — | — | |
| CoCoOp + NeRPRefining Method=NeRP2026.05 | 96.53 | 95.2 | 97.9 | — | — | |
| CoOp2026.05 | 96.51 | 95.27 | 97.78 | — | — | |
| PromptSRC2026.03 | 96.47 | 95.53 | 97.43 | — | — | |
| MaPLeDPC=false2025.03 | 96.44 | 95.23 | 97.67 | — | — | |
| FVG-PTBase Method=MMRL2026.03 | 96.44 | 95.43 | 97.48 | — | — | |
| CoCoOp2022.12 | 96.43 | 95.2 | 97.69 | — | — | |
| CoCoOp2022.12 | 96.43 | 95.2 | 97.69 | — | — | |
| CoCoOp2022.12 | 96.43 | 95.2 | 97.69 | — | — | |
| Co-CoOp2023.06 | 96.43 | 95.2 | 97.69 | — | — | |
| CoCoOp2024.08 | 96.43 | 95.2 | 97.69 | — | — | |
| CoCoOpVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 96.43 | 95.2 | 97.69 | — | — | |
| CoCoOpBackbone=ViT-B/16, Shots=162025.03 | 96.43 | 95.2 | 97.69 | — | — | |
| CoOpOp2025.11 | 96.43 | 95.2 | 97.69 | — | — | |
| CoCoOp2025.12 | 96.43 | 95.2 | 97.69 | — | — | |
| CoCoOp2026.03 | 96.43 | 95.2 | 97.69 | — | — | |
| CoCoOp2026.05 | 96.43 | 95.2 | 97.69 | — | — | |
| CoOpOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 96.43 | 95.2 | 97.69 | — | — | |
| MMA + AmPLe2025.12 | 96.41 | 95.73 | 97.1 | — | — | |
| MMA2026.05 | 96.38 | 95.2 | 97.59 | — | — | |
| PromptSRC + Bi-CoGBackbone=ViT-B/162025.10 | 96.37 | — | — | 92.62 | — | |
| MMRL++2026.05 | 96.36 | 95.16 | 97.6 | — | — | |
| 2SFSBackbone=ViT-B/16, Shots=82025.03 | 96.35 | 94.95 | 97.8 | — | — | |
| CoOpOp2026.05 | 96.35 | 95.39 | 97.32 | — | — | |
| PromptSRC + NeRPRefining Method=NeRP2026.05 | 96.35 | 95.33 | 97.4 | — | — | |
| PromptSRC2024.08 | 96.34 | 95.71 | 96.98 | — | — | |
| PromptSRCDPC=false2025.03 | 96.34 | 95.41 | 97.3 | — | — | |
| ProGrad2023.06 | 96.33 | 95.07 | 97.63 | — | — | |
| ProGrad2024.08 | 96.33 | 95.07 | 97.63 | — | — | |
| ProGradBackbone=ViT-B/16, Shots=162025.03 | 96.33 | 95.07 | 97.63 | — | — | |
| MMRL2026.05 | 96.33 | 95.41 | 97.26 | — | — | |
| BIP-Dshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 96.32 | 95.3 | 97.37 | — | — | |
| CoOpDPC=false2025.03 | 96.31 | 95.06 | 97.6 | — | — | |
| MMRL2026.03 | 96.31 | 95.32 | 97.32 | — | — | |
| PromptSRC2023.06 | 96.3 | 95.33 | 97.3 | — | — | |
| MetaPrompt2024.08 | 96.3 | 95.33 | 97.3 | — | — | |
| PromptSRCVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 96.3 | 95.33 | 97.3 | — | — |