Image Classification on SUN397 (base-to-new generalization)
79.63New AccuracyCoPro.*
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CoPro.*2024.12 | 79.63 | 82.3 | 80.94 | |
| MetaPromptEpisodic Training=true2022.12 | 79.04 | 82.26 | 80.62 | |
| MetaPrompt2022.12 | 79.04 | 82.26 | 80.62 | |
| MetaPromptmode=domain-invariant-prompt-learning2022.12 | 79.04 | 82.26 | 80.62 | |
| SkipT.2024.12 | 79.03 | 82.4 | 80.68 | |
| PromptSRCDePT=false2023.09 | 78.97 | 82.63 | 80.76 | |
| PromptSRC + DePTDePT=true2023.09 | 78.97 | 83.27 | 81.06 | |
| MaPLeMulti-modal Prompt Tuning=true2022.12 | 78.7 | 80.82 | 79.75 | |
| MaPLe2022.12 | 78.7 | 80.82 | 79.75 | |
| MaPLemode=multi-modal-prompt-tuning2022.12 | 78.7 | 80.82 | 79.75 | |
| MaPLeshots=162024.02 | 78.7 | 80.82 | 79.75 | |
| MaPLe2024.12 | 78.7 | 80.82 | 79.75 | |
| Any-shift Promptingshots=162024.02 | 78.5 | 80.5 | 79.48 | |
| ProSRC.2024.12 | 78.47 | 82.67 | 80.52 | |
| TCP2024.12 | 78.2 | 82.63 | 80.35 | |
| KgCoOp + DePTDePT=true2023.09 | 77.8 | 82.33 | 80 | |
| DePT2024.12 | 77.8 | 82.33 | 80 | |
| VPT + DePTDePT=true2023.09 | 77.77 | 83.03 | 80.31 | |
| KgCoOpDePT=false2023.09 | 77.3 | 80.4 | 78.82 | |
| CoCoOpBackbone=ViT-B/16, Context Length=4, Shots=162023.03 | 76.86 | 79.74 | 78.27 | |
| CoCoOpConditional Prompt-tuning=true2022.12 | 76.86 | 79.74 | 78.27 | |
| CoCoOp2022.12 | 76.86 | 79.74 | 78.27 | |
| CoCoOpmode=conditioned-prompt-tuning2022.12 | 76.86 | 79.74 | 78.27 | |
| CoCoOpshots=162024.02 | 76.86 | 79.74 | 78.27 | |
| CoCoOp2024.12 | 76.86 | 79.74 | 78.57 | |
| CoCoOp + DePTDePT=true2023.09 | 76.73 | 82.2 | 79.37 | |
| KgCoOpBackbone=ViT-B/16, Context Length=4, Shots=162023.03 | 76.53 | 80.29 | 78.36 | |
| KgCoOp2024.12 | 76.53 | 80.29 | 78.36 | |
| MaPLeDePT=false2023.09 | 76.5 | 81.93 | 79.12 | |
| MaPLe + DePTDePT=true2023.09 | 76.4 | 82.9 | 79.52 | |
| CoCoOpDePT=false2023.09 | 76.27 | 79.5 | 77.85 | |
| VPTDePT=false2023.09 | 76.17 | 79.5 | 77.8 | |
| CoOpDePT=false2023.09 | 76.07 | 81.13 | 78.52 | |
| CLIPBackbone=ViT-B/162023.03 | 75.35 | 69.36 | 72.23 | |
| CLIPZero-shot=true2022.12 | 75.35 | 69.36 | 72.23 | |
| CLIP2022.12 | 75.35 | 69.36 | 72.23 | |
| CLIPmode=zero-shot2022.12 | 75.35 | 69.36 | 72.23 | |
| CLIPshots=162024.02 | 75.35 | 69.36 | 72.23 | |
| CoOp + DePTDePT=true2023.09 | 75.07 | 82.37 | 78.55 | |
| ProGradBackbone=ViT-B/16, Context Length=4, Shots=162023.03 | 74.17 | 81.26 | 77.55 | |
| ProGrad2024.12 | 74.17 | 81.26 | 77.55 | |
| BPLshots=162024.02 | 72.87 | — | — | |
| CoOpBackbone=ViT-B/16, Context Length=4, Shots=162023.03 | 68.34 | 80.85 | 74.07 | |
| CoOpPrompt-tuning=true2022.12 | 65.89 | 80.6 | 72.51 | |
| CoOp2022.12 | 65.89 | 80.6 | 72.51 | |
| CoOpmode=prompt-tuning2022.12 | 65.89 | 80.6 | 72.51 | |
| CoOpshots=162024.02 | 65.89 | 80.6 | 72.51 | |
| CoOp2024.12 | 65.89 | 80.6 | 72.51 |