Image Classification on 11 Datasets Base-to-New Average
87.55Base Average ScoreDPC-PK
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DPC-PKbase_method=PromptKD2025.03 | 87.55 | 80.55 | 83.91 | |
| PromptKDBackbone=ViT-B/16, Teacher Model=ViT-L/14 CLIP model2024.03 | 86.96 | 80.73 | 83.73 | |
| DPC-SRCbase_method=PromptSRC2025.03 | 86.1 | 74.78 | 80.04 | |
| AAPEPrompting Strategy=LLM-based2024.10 | 84.72 | 77.54 | 80.97 | |
| ProMetaRShots=162024.04 | 84.39 | 76.93 | 80.49 | |
| PromptSRCShots=162024.04 | 84.26 | 76.1 | 79.97 | |
| PromptSRCBackbone=ViT-B/162024.03 | 84.26 | 76.1 | 79.97 | |
| PromptSRCPrompting Strategy=Prompt learning without language priors2024.10 | 84.26 | 76.1 | 79.97 | |
| OGENPrompting Strategy=Prompt learning without language priors2024.10 | 84.17 | 76.86 | 80.34 | |
| TCP2025.03 | 84.13 | 75.36 | 79.51 | |
| CoPrompt2025.03 | 84 | 77.23 | 80.48 | |
| CLIPoodPrompting Strategy=Prompt learning without language priors2024.10 | 83.9 | 74.5 | 78.9 | |
| MetaPrompt2022.12 | 83.65 | 75.48 | 79.09 | |
| LASP-VPrompting Strategy=Human-generated prompts2024.10 | 83.18 | 76.11 | 79.48 | |
| CoOp2022.12 | 82.69 | 63.22 | 71.66 | |
| CoOpmode=Prompt Tuning2022.10 | 82.69 | 63.22 | 71.66 | |
| CoOpShots=162024.02 | 82.69 | 63.22 | 71.66 | |
| CoOpShots=162024.04 | 82.69 | 63.22 | 71.66 | |
| CoOpBackbone=ViT-B/162024.03 | 82.69 | 63.22 | 71.66 | |
| CoOpPrompting Strategy=Prompt learning without language priors2024.10 | 82.69 | 63.22 | 71.66 | |
| CoOpBackbone=ViT-B/16, K (Shots)=162023.03 | 82.63 | 67.99 | 74.6 | |
| IVLPShots=162024.04 | 82.51 | 73.35 | 77.66 | |
| ProGradBackbone=ViT-B/16, K (Shots)=162023.03 | 82.48 | 70.75 | 76.16 | |
| ProGradPrompting Strategy=Human-generated prompts2024.10 | 82.48 | 70.75 | 76.16 | |
| Any-shift PromptingShots=162024.02 | 82.36 | 76.3 | 79.21 | |
| MaPLe2022.12 | 82.28 | 75.14 | 78.55 | |
| MaPLemode=Multi-modal Prompt Tuning2022.10 | 82.28 | 75.14 | 78.55 | |
| MaPLeShots=162024.02 | 82.28 | 75.14 | 78.55 | |
| MaPLeShots=162024.04 | 82.28 | 75.14 | 78.55 | |
| MaPLeBackbone=ViT-B/162024.03 | 82.28 | 75.14 | 78.55 | |
| MaPLePrompting Strategy=Prompt learning without language priors2024.10 | 82.28 | 75.14 | 78.55 | |
| RPOShots=162024.04 | 81.13 | 75 | 77.78 | |
| CoOpBackbone=ViT-B/16, K (Shots)=82023.03 | 80.73 | 68.39 | 73.5 | |
| KgCoOpBackbone=ViT-B/16, K (Shots)=162023.03 | 80.73 | 73.6 | 77 | |
| KgCoOpPrompting Strategy=Human-generated prompts2024.10 | 80.73 | 73.6 | 77 | |
| KgCoOp2025.03 | 80.73 | 73.6 | 77 | |
| ProGradBackbone=ViT-B/16, K (Shots)=82023.03 | 80.62 | 71.02 | 75.2 | |
| CoCoOpBackbone=ViT-B/16, K (Shots)=162023.03 | 80.47 | 71.69 | 75.83 | |
| CoCoOp2022.12 | 80.47 | 71.69 | 75.83 | |
| Co-CoOpmode=Conditional Prompt Tuning2022.10 | 80.47 | 71.69 | 75.83 | |
| CoCoOpShots=162024.02 | 80.47 | 71.69 | 75.83 | |
| CoCoOpShots=162024.04 | 80.47 | 71.69 | 75.83 | |
| CoCoOpBackbone=ViT-B/162024.03 | 80.47 | 71.69 | 75.83 | |
| CoCoOpPrompting Strategy=Prompt learning without language priors2024.10 | 80.47 | 71.69 | 75.83 | |
| CoCoOp2025.03 | 80.47 | 71.69 | 75.83 | |
| UNIGRAMShots=162024.04 | 80.34 | 75.92 | 78.07 | |
| BPLShots=162024.02 | 80.1 | 74.94 | 77.43 | |
| KgCoOpBackbone=ViT-B/16, K (Shots)=42023.03 | 79.92 | 73.11 | 75.9 | |
| KgCoOpBackbone=ViT-B/162023.03 | 79.92 | 73.11 | 75.9 | |
| ProGradBackbone=ViT-B/16, K (Shots)=42023.03 | 79.18 | 71.14 | 74.62 | |
| ProGradBackbone=ViT-B/162023.03 | 79.18 | 71.14 | 74.62 | |
| CoCoOpBackbone=ViT-B/16, K (Shots)=82023.03 | 78.56 | 72 | 74.9 | |
| CoOpBackbone=ViT-B/16, K (Shots)=42023.03 | 78.43 | 68.03 | 72.44 | |
| CoOpBackbone=ViT-B/162023.03 | 78.43 | 68.03 | 72.44 | |
| KgCoOpBackbone=ViT-B/16, K (Shots)=82023.03 | 78.36 | 73.89 | 76.06 | |
| ProGradBackbone=ResNet-50, K (Shots)=162023.03 | 77.98 | 64.41 | 69.94 | |
| CoOpBackbone=ResNet-50, K (Shots)=162023.03 | 77.24 | 57.4 | 65.86 | |
| KDPL2025.03 | 77.11 | 71.61 | 74.26 | |
| CoCoOpBackbone=ViT-B/16, K (Shots)=42023.03 | 76.72 | 73.34 | 74.85 | |
| CoCoOpBackbone=ViT-B/162023.03 | 76.72 | 73.34 | 74.85 | |
| ProGradBackbone=ResNet-50, K (Shots)=82023.03 | 76.25 | 64.74 | 70.03 | |
| KgCoOpBackbone=ResNet-50, K (Shots)=162023.03 | 75.51 | 67.53 | 71.3 | |
| CoCoOpBackbone=ResNet-50, K (Shots)=162023.03 | 75.2 | 63.64 | 68.9 | |
| CoOpBackbone=ResNet-50, K (Shots)=82023.03 | 74.72 | 58.05 | 65.34 | |
| CuPLPrompting Strategy=LLM-based2024.10 | 74.31 | 75.25 | 74.78 | |
| KgCoOpBackbone=ResNet-50, K (Shots)=82023.03 | 74.08 | 67.86 | 70.84 | |
| ProGradBackbone=ResNet-50, K (Shots)=42023.03 | 73.88 | 64.95 | 69.13 | |
| ProGradBackbone=ResNet-502023.03 | 73.88 | 64.95 | 69.13 | |
| CoCoOpBackbone=ResNet-50, K (Shots)=82023.03 | 73.4 | 66.42 | 69.29 | |
| KgCoOpBackbone=ResNet-50, K (Shots)=42023.03 | 72.42 | 68 | 70.14 | |
| KgCoOpBackbone=ResNet-502023.03 | 72.42 | 68 | 70.14 | |
| CoOpBackbone=ResNet-50, K (Shots)=42023.03 | 72.06 | 59.69 | 65.29 | |
| CoOpBackbone=ResNet-502023.03 | 72.06 | 59.69 | 65.29 | |
| CoCoOpBackbone=ResNet-50, K (Shots)=42023.03 | 71.39 | 65.74 | 68.45 | |
| CoCoOpBackbone=ResNet-502023.03 | 71.39 | 65.74 | 68.45 | |
| CLIP2022.12 | 69.34 | 74.22 | 71.7 | |
| CLIPmode=Zero-shot2022.10 | 69.34 | 74.22 | 71.7 | |
| CLIPShots=162024.02 | 69.34 | 74.22 | 71.7 | |
| CLIPShots=Zero-shot2024.04 | 69.34 | 74.22 | 71.7 | |
| CLIPBackbone=ViT-B/162024.03 | 69.34 | 74.22 | 71.7 | |
| CLIP2025.03 | 69.34 | 74.22 | 71.7 |