Image Classification on Food500 (Base-to-Novel)
61.72Base AccuracySCPT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SCPTShots=16-shots2026.07 | 61.72 | 49.48 | 54.93 | |
| SCPTShots=162026.07 | 61.72 | 49.48 | 54.93 | |
| TCPShots=16-shots2026.07 | 61.37 | 49.62 | 54.87 | |
| TCPShots=162026.07 | 61.37 | 49.62 | 54.87 | |
| ATPromptShots=16-shots2026.07 | 57.85 | 43.91 | 49.93 | |
| ATPromptShots=162026.07 | 57.85 | 43.91 | 49.93 | |
| CoOpShots=16-shots2026.07 | 56.95 | 44.99 | 50.27 | |
| CoOpShots=162026.07 | 56.95 | 44.99 | 50.27 | |
| KgCoOpShots=16-shots2026.07 | 55.04 | 50.25 | 52.54 | |
| KgCoOpShots=162026.07 | 55.04 | 50.25 | 52.54 | |
| CoCoOpShots=16-shots2026.07 | 53.12 | 51.58 | 52.34 | |
| CoCoOpShots=162026.07 | 53.12 | 51.58 | 52.34 | |
| CLIPShots=16-shots2026.07 | 48.8 | 52 | 50.35 | |
| CLIPShots=162026.07 | 48.8 | 52 | 50.35 | |
| ProTextShots=16-shots2026.07 | 44.3 | 43.2 | 43.74 | |
| ProTextShots=162026.07 | 44.3 | 43.2 | 43.74 |