Few-shot Classification on Oxford Flowers
99.48AccuracyPVP
Evaluation results
| Method | Links | |
|---|---|---|
| PVPShots=162023.04 | 99.48 | |
| VPTShots=162023.04 | 99.38 | |
| Full Fine-tuningShots=162023.04 | 99.2 | |
| PVPShots=82023.04 | 99.02 | |
| VPTShots=82023.04 | 98.75 | |
| PVPShots=42023.04 | 98.49 | |
| SCPTShots=162026.07 | 97.72 | |
| TCPShots=162026.07 | 97.45 | |
| ATPromptShots=162026.07 | 96.97 | |
| VPTShots=42023.04 | 96.85 | |
| Full Fine-tuningShots=82023.04 | 96.42 | |
| PVPShots=22023.04 | 96.11 | |
| CoOpShots=162026.07 | 95.83 | |
| Full Fine-tuningShots=42023.04 | 94.23 | |
| VPTShots=22023.04 | 92.73 | |
| KgCoOpShots=162026.07 | 92.08 | |
| CoCoOpShots=162026.07 | 90.88 | |
| PVPShots=12023.04 | 88.84 | |
| ProTextShots=162026.07 | 72.42 | |
| CLIPShots=162026.07 | 70.7 | |
| VPTShots=12023.04 | 66.01 | |
| Full Fine-tuningShots=22023.04 | 56.43 | |
| Full Fine-tuningShots=12023.04 | 38.61 |