Image Classification on SUN397 (Base/Novel/HM Evaluation)
85.57Accuracy (Base)2SFS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| 2SFSBackbone=ViT-L/14, Shots=162025.03 | 85.57 | 82.24 | 83.87 | |
| 2SFSBackbone=ViT-L/14, Shots=162025.03 | 85.57 | 82.24 | 83.87 | |
| MMABackbone=ViT-L/14, Shots=162025.03 | 85.03 | 81.77 | 83.37 | |
| MMABackbone=ViT-L/14, Shots=162025.03 | 85.03 | 81.77 | 83.37 | |
| 2SFSVisual Backbone=ViT-L/14, Shots (k)=82025.03 | 84.25 | 81.84 | 83.03 | |
| MMRL + AmPLe2025.12 | 83.97 | 80.67 | 82.29 | |
| PromptKDBackbone=ViT-B/16, Teacher Model=ViT-L/14 CLIP2024.03 | 83.69 | 81.54 | 82.6 | |
| MMAVisual Backbone=ViT-L/14, Shots (k)=82025.03 | 83.67 | 81.4 | 82.52 | |
| MMA + AmPLe2025.12 | 83.67 | 80 | 81.79 | |
| PromptSRC + DPCDPC=true2025.03 | 83.63 | 78.08 | 80.76 | |
| PromptKDDPC=false2025.03 | 83.53 | 81.07 | 82.28 | |
| VaMP2025.11 | 83.37 | 78.95 | 81.09 | |
| PromptKD + DPCDPC=true2025.03 | 83.28 | 81.07 | 82.17 | |
| MMRL2025.03 | 83.2 | 79.3 | 81.2 | |
| MMRL2025.11 | 83.2 | 79.3 | 81.2 | |
| MMRLreproduction=false2025.12 | 83.2 | 79.3 | 81.2 | |
| MMRLreproduction=true2025.12 | 83.13 | 79.23 | 81.13 | |
| AAPEPrompting Strategy=LLM-based2024.10 | 82.93 | 79.87 | 81.37 | |
| TransAgentVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 82.9 | 79.3 | 81.06 | |
| RMAdaptersetting=Base-to-Novel Generalization2025.12 | 82.87 | 79.97 | 81.39 | |
| CoOp + DPCDPC=true2025.03 | 82.81 | 74.1 | 78.21 | |
| AttriPrompt2025.12 | 82.77 | 79.5 | 81.1 | |
| PromptSRC2023.06 | 82.67 | 78.47 | 80.52 | |
| PromptSRCBackbone=ViT-B/162024.03 | 82.67 | 78.47 | 80.52 | |
| MetaPrompt2024.08 | 82.67 | 78.47 | 80.52 | |
| PromptSRCVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 82.67 | 78.47 | 80.52 | |
| PromptSRC2025.03 | 82.67 | 78.47 | 80.52 | |
| PromptSRC2025.11 | 82.67 | 78.47 | 80.52 | |
| PromptSRCsetting=Base-to-Novel Generalization2025.12 | 82.67 | 78.47 | 81.31 | |
| CoPrompt2023.06 | 82.63 | 80.03 | 81.31 | |
| CoPrompt2024.08 | 82.63 | 80.03 | 81.31 | |
| TCP2025.03 | 82.63 | 78.2 | 80.35 | |
| TCP2025.11 | 82.63 | 78.2 | 80.35 | |
| TCPsetting=Base-to-Novel Generalization2025.12 | 82.63 | 78.2 | 80.35 | |
| CoPromptsetting=Base-to-Novel Generalization2025.12 | 82.63 | 80.03 | 81.31 | |
| 2SFSBackbone=ViT-B/16, Shots=162025.03 | 82.59 | 78.91 | 80.7 | |
| 2SFS2025.11 | 82.59 | 78.91 | 80.7 | |
| HPT2024.08 | 82.57 | 79.26 | 80.88 | |
| OGENPrompting Strategy=Prompt learning without language priors2024.10 | 82.57 | 78.83 | 80.65 | |
| MaPLe + AmPLe2025.12 | 82.57 | 79.8 | 81.16 | |
| HPT++2024.08 | 82.4 | 79.86 | 81.11 | |
| SkipT2025.11 | 82.4 | 79.03 | 80.68 | |
| MMAreproduction=true2025.12 | 82.3 | 78.53 | 80.37 | |
| PromptSRCDPC=false2025.03 | 82.28 | 78.08 | 80.13 | |
| MMABackbone=ViT-B/16, Shots=162025.03 | 82.27 | 78.57 | 80.38 | |
| MMA2025.03 | 82.27 | 78.57 | 80.38 | |
| MMA2025.11 | 82.27 | 78.57 | 80.38 | |
| MMAreproduction=false2025.12 | 82.27 | 78.57 | 80.38 | |
| MMAsetting=Base-to-Novel Generalization2025.12 | 82.27 | 78.57 | 80.38 | |
| MetaPrompt2025.03 | 82.26 | 79.04 | 80.62 | |
| PromptSRC2024.08 | 82.1 | 79.01 | 80.53 | |
| MaPLe + DPCDPC=true2025.03 | 82.02 | 75.93 | 78.86 | |
| MaPLeDPC=false2025.03 | 81.54 | 75.93 | 78.63 | |
| ProGrad2023.06 | 81.26 | 74.17 | 77.55 | |
| ProGrad2024.08 | 81.26 | 74.17 | 77.55 | |
| ProGradBackbone=ViT-B/16, Shots=162025.03 | 81.26 | 74.17 | 77.55 | |
| 2SFSBackbone=ViT-B/16, Shots=82025.03 | 81.25 | 78.76 | 79.99 | |
| 2SFSBackbone=ViT-B/16, Shots=8, Evaluation Protocol=base-to-novel generalization2025.03 | 81.25 | 78.76 | 79.99 | |
| IPO2025.12 | 81.25 | 80.92 | 81.08 | |
| MaPLesetting=Base-to-Novel Generalization2025.12 | 81.24 | 78.41 | 79.79 | |
| 2SFSBackbone=ViT-B/32, Shots=162025.03 | 81.11 | 78.02 | 79.53 | |
| CLIP-LoRABackbone=ViT-B/16, Shots=162025.03 | 81.11 | 74.53 | 77.68 | |
| CoOpDPC=false2025.03 | 80.99 | 74.1 | 77.39 | |
| MaPLe2023.06 | 80.82 | 78.7 | 79.75 | |
| MaPLeBackbone=ViT-B/162024.03 | 80.82 | 78.7 | 79.75 | |
| MaPLe2024.08 | 80.82 | 78.7 | 79.75 | |
| MaPLeBackbone=ViT-B/16, Shots=162025.03 | 80.82 | 78.7 | 79.75 | |
| MaPLe2025.03 | 80.82 | 78.7 | 79.75 | |
| MaPLe2025.11 | 80.82 | 78.7 | 79.75 | |
| MaPLereproduction=false2025.12 | 80.82 | 78.7 | 79.75 | |
| MMABackbone=ViT-B/16, Shots=82025.03 | 80.73 | 78.33 | 79.51 | |
| MMABackbone=ViT-B/16, Shots=8, Evaluation Protocol=base-to-novel generalization2025.03 | 80.73 | 78.33 | 79.51 | |
| MaPLereproduction=true2025.12 | 80.73 | 78.6 | 79.65 | |
| ProVP2025.03 | 80.67 | 76.11 | 78.32 | |
| CoOp2023.06 | 80.6 | 65.89 | 72.51 | |
| CoOpBackbone=ViT-B/162024.03 | 80.6 | 65.89 | 72.51 | |
| CoOp2024.08 | 80.6 | 65.89 | 72.51 | |
| CoOpVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 80.6 | 65.89 | 72.51 | |
| RPOVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 80.6 | 77.8 | 79.18 | |
| CoOpBackbone=ViT-B/16, Shots=162025.03 | 80.6 | 65.89 | 72.51 | |
| CoOp2025.03 | 80.6 | 65.89 | 72.51 | |
| CoOp2025.11 | 80.6 | 65.89 | 72.51 | |
| CoOp2025.12 | 80.6 | 65.89 | 72.51 | |
| CoOpsetting=Base-to-Novel Generalization2025.12 | 80.6 | 65.89 | 72.51 | |
| KgCoOp2023.06 | 80.29 | 76.53 | 78.36 | |
| KgCoOp2024.08 | 80.29 | 76.53 | 78.36 | |
| KgCoOpBackbone=ViT-B/16, Shots=162025.03 | 80.29 | 76.53 | 78.36 | |
| KgCoOp2025.03 | 80.29 | 76.53 | 78.36 | |
| KgCoOp2025.11 | 80.29 | 76.53 | 78.36 | |
| MMABackbone=ViT-B/32, Shots=162025.03 | 80.27 | 76.57 | 78.38 | |
| 2SFSBackbone=ViT-B/16, Shots=42025.03 | 80.23 | 78.46 | 79.33 | |
| KgCoOpsetting=Base-to-Novel Generalization2025.12 | 80 | 77.77 | 78.87 | |
| Co-CoOp2023.06 | 79.74 | 76.86 | 78.27 | |
| CoCoOpBackbone=ViT-B/162024.03 | 79.74 | 76.86 | 78.27 | |
| CoCoOp2024.08 | 79.74 | 76.86 | 78.27 | |
| CoCoOpVision Encoder=ViT-B/16, Evaluation Protocol=Base-to-novel generalization2024.10 | 79.74 | 76.86 | 78.27 | |
| CoCoOpBackbone=ViT-B/16, Shots=162025.03 | 79.74 | 76.86 | 78.27 | |
| CoCoOp2025.03 | 79.74 | 76.86 | 78.27 | |
| CoOpOp2025.11 | 79.74 | 76.86 | 78.27 | |
| CoCoOp2025.12 | 79.74 | 76.86 | 78.27 |