Visual Recognition on Standard Visual-Language Benchmarks Average (Seen/Unseen classes)
82.63Base AccuracyCoOp
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CoOpPrompts=textual, Training-time=6ms/image2023.03 | 82.63 | 67.99 | 74.6 | |
| ProGradPrompts=textual, Training-time=22ms/image2023.03 | 82.48 | 70.75 | 76.16 | |
| KgCoOpPrompts=textual, Training-time=6ms/image2023.03 | 80.73 | 73.6 | 77 | |
| CoCoOpPrompts=textual+visual, Training-time=160ms/image2023.03 | 80.47 | 71.69 | 75.83 | |
| CLIPPrompts=hand-crafted2023.03 | 69.34 | 74.22 | 71.7 |