Image Classification on Food101 Base-to-new generalization
93.75Accuracy (Base Classes)CLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CLIPBackbone=ViT-L/14, Shots=42025.03 | 93.75 | 94.82 | 94.28 | |
| MMABackbone=ViT-L/14, Shots=42025.03 | 93.7 | 94.57 | 94.13 | |
| 2SFSBackbone=ViT-L/14, Shots=42025.03 | 93.11 | 94.76 | 93.93 | |
| +DPC2025.03 | 91.4 | 91.58 | 91.49 | |
| PromptSRC + DePTDePT=true2023.09 | 90.87 | 91.57 | 91.22 | |
| ProSRC2025.03 | 90.83 | 91.58 | 91.2 | |
| MetaPromptmode=meta-learning prompt2022.12 | 90.74 | 91.85 | 91.29 | |
| CoPrompt2023.06 | 90.73 | 92.07 | 91.4 | |
| MaPLemode=multi-modal prompt learning2022.12 | 90.71 | 92.05 | 91.38 | |
| MaPLe2023.06 | 90.71 | 92.05 | 91.38 | |
| MaPLe2024.12 | 90.71 | 92.05 | 91.38 | |
| CoCoOpBackbone=ViT-B/16, Context length (M)=4, Shots=16-shots2023.03 | 90.7 | 91.29 | 90.99 | |
| CoCoOpmode=prompt learning2022.12 | 90.7 | 91.29 | 90.99 | |
| Co-CoOp2023.06 | 90.7 | 91.29 | 90.99 | |
| CoCoOp2024.12 | 90.7 | 91.29 | 90.99 | |
| PromptSRC2023.06 | 90.67 | 91.53 | 91.1 | |
| ProSRC.2024.12 | 90.67 | 91.53 | 91.1 | |
| SkipT.2024.12 | 90.67 | 92.03 | 91.34 | |
| PromptSRCDePT=false2023.09 | 90.63 | 91.53 | 91.08 | |
| +DePT2025.03 | 90.61 | 91.63 | 91.12 | |
| CoCoOpDePT=false2023.09 | 90.57 | 91.2 | 90.88 | |
| TCP2024.12 | 90.57 | 91.37 | 90.97 | |
| TCP2025.03 | 90.57 | 91.37 | 90.97 | |
| KgCoOpBackbone=ViT-B/16, Context length (M)=4, Shots=16-shots2023.03 | 90.5 | 91.7 | 91.09 | |
| KgCoOp + DePTDePT=true2023.09 | 90.5 | 91.6 | 91.05 | |
| KgCoOp2023.06 | 90.5 | 91.7 | 91.09 | |
| KgCoOp2024.12 | 90.5 | 91.7 | 91.09 | |
| DePT2024.12 | 90.5 | 91.6 | 91.05 | |
| KgCoOpDePT=false2023.09 | 90.47 | 91.6 | 91.03 | |
| CoOpDePT=false2023.09 | 90.43 | 90.97 | 90.7 | |
| CoOp + DePTDePT=true2023.09 | 90.43 | 91.33 | 90.88 | |
| ProGradBackbone=ViT-B/16, Context length (M)=4, Shots=16-shots2023.03 | 90.37 | 89.59 | 89.98 | |
| ProGrad2023.06 | 90.37 | 89.59 | 89.98 | |
| ProGrad2024.12 | 90.37 | 89.59 | 89.98 | |
| CoPro.*2024.12 | 90.37 | 91.53 | 90.95 | |
| MaPLe + DePTDePT=true2023.09 | 90.33 | 91.53 | 90.93 | |
| CoCoOp + DePTDePT=true2023.09 | 90.3 | 91.3 | 90.8 | |
| MaPLeDePT=false2023.09 | 90.3 | 91.53 | 90.91 | |
| VPT + DePTDePT=true2023.09 | 90.27 | 91.03 | 90.65 | |
| CLIPBackbone=ViT-B/16, Context length (M)=N/A, Shots=16-shots2023.03 | 90.1 | 91.22 | 90.66 | |
| CLIPmode=zero-shot2022.12 | 90.1 | 91.22 | 90.66 | |
| CLIPtraining=none (zero-shot)2023.06 | 90.1 | 91.22 | 90.66 | |
| VPTDePT=false2023.09 | 89.8 | 90.37 | 90.08 | |
| CoOpBackbone=ViT-B/16, Context length (M)=4, Shots=16-shots2023.03 | 89.44 | 87.5 | 88.46 | |
| CoOpmode=prompt learning2022.12 | 88.33 | 82.26 | 85.19 | |
| CoOp2023.06 | 88.33 | 82.26 | 85.19 | |
| CoOp2024.12 | 88.33 | 82.26 | 85.19 |