Fine-grained Image Classification on Flowers102 (base-to-new)
98.4Base AccuracyPromptSRC + DePT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PromptSRC + DePTDePT=true2023.09 | 98.4 | 77.1 | 86.46 | |
| CoCoOp + DePTDePT=true2023.09 | 98.33 | 72.57 | 83.51 | |
| CoOp + DePTDePT=true2023.09 | 98.2 | 72 | 83.08 | |
| VPT + DePTDePT=true2023.09 | 98.17 | 73.2 | 83.86 | |
| MaPLe + DePTDePT=true2023.09 | 98.03 | 73.17 | 83.79 | |
| KgCoOp + DePTDePT=true2023.09 | 98 | 76.37 | 85.84 | |
| PromptSRCDePT=false2023.09 | 97.9 | 76.97 | 86.18 | |
| CoOpBackbone=ViT-B/16, Shots=16-shots, Context length (M)=42023.03 | 97.63 | 69.55 | 81.23 | |
| CoOpBackbone=ViT-B/16, Shots=16, Prompting=Static learned prompts2022.03 | 97.6 | 59.67 | 74.06 | |
| CoOpShots=162024.02 | 97.6 | 59.67 | 74.06 | |
| MaPLeDePT=false2023.09 | 97.23 | 72.07 | 82.78 | |
| CoOpDePT=false2023.09 | 97.07 | 74.33 | 84.19 | |
| Any-shift PromptingShots=162024.02 | 96.5 | 76.2 | 85.16 | |
| MaPLe2026.03 | 96.11 | 72.44 | 82.61 | |
| MaPLe + CC-CDFSL2026.03 | 96.07 | 73.9 | 83.19 | |
| VPTDePT=false2023.09 | 95.93 | 70.37 | 81.18 | |
| MaPLeShots=162024.02 | 95.92 | 72.46 | 82.56 | |
| KgCoOpDePT=false2023.09 | 95.9 | 74.83 | 84.07 | |
| ProGradBackbone=ViT-B/16, Shots=16-shots, Context length (M)=42023.03 | 95.54 | 71.87 | 82.03 | |
| CoCoOpDePT=false2023.09 | 95.03 | 69.07 | 80 | |
| KgCoOpBackbone=ViT-B/16, Shots=16-shots, Context length (M)=42023.03 | 95 | 74.73 | 83.65 | |
| CoCoOpBackbone=ViT-B/16, Shots=16, Prompting=Dynamic instance-conditional prompts2022.03 | 94.87 | 71.75 | 81.71 | |
| CoCoOpBackbone=ViT-B/16, Shots=16-shots, Context length (M)=42023.03 | 94.87 | 71.75 | 81.71 | |
| CoCoOpShots=162024.02 | 94.87 | 71.75 | 81.71 | |
| CLIPBackbone=ViT-B/16, Prompting=Manual2022.03 | 72.08 | 77.8 | 74.83 | |
| CLIPBackbone=ViT-B/16, Shots=16-shots, Context length (M)=42023.03 | 72.08 | 77.8 | 74.83 | |
| CLIPShots=162024.02 | 72.08 | 77.8 | 74.83 | |
| BPLShots=162024.02 | 70.4 | — | — |