Image Classification on Flower102 (Base & Novel Accuracy, HM)
96.5Base AccuracyGalLoP + CAKI
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GalLoP + CAKIShots=42026.05 | 96.5 | 76.4 | 85.3 | |
| TCP + CAKIShots=42026.05 | 96.3 | 76.4 | 85.2 | |
| GalLoPShots=42026.05 | 95.3 | 76 | 84.6 | |
| TCPShots=42026.05 | 95.2 | 75.8 | 84.4 | |
| PromptSRCShots=42026.05 | 94.7 | 76.3 | 84.5 | |
| PromptSRC + CAKIShots=42026.05 | 94.6 | 77.7 | 85.3 | |
| CoOp + CAKIShots=42026.05 | 91.4 | 75.6 | 82.8 | |
| CoOpShots=42026.05 | 91.3 | 68.3 | 78.1 | |
| MaPLe + CAKIShots=42026.05 | 89.2 | 77.2 | 82.8 | |
| TCP+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 88.8 | 77.8 | 83 | |
| GalLoP+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 87.3 | 77.5 | 82.1 | |
| MaPLeShots=42026.05 | 87.3 | 75.1 | 80.7 | |
| PromptSRC+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 86.7 | 77.7 | 82 | |
| TCPShot setting=1-shot, Backbone=ViT-B/162026.05 | 86.6 | 76.7 | 81.4 | |
| GalLoPShot setting=1-shot, Backbone=ViT-B/162026.05 | 86.6 | 76.3 | 81.1 | |
| PromptSRCShot setting=1-shot, Backbone=ViT-B/162026.05 | 85.6 | 76.3 | 80.7 | |
| CoOp+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 84.2 | 71.6 | 77.4 | |
| CoOpShot setting=1-shot, Backbone=ViT-B/162026.05 | 81.6 | 67.8 | 74.1 | |
| CoCoOp + CAKIShots=42026.05 | 81.3 | 76.4 | 78.8 | |
| CoCoOpShots=42026.05 | 80.5 | 73.3 | 76.7 | |
| MaPLe+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 77.6 | 77.3 | 77.5 | |
| MaPLeShot setting=1-shot, Backbone=ViT-B/162026.05 | 75.6 | 76.8 | 76.2 | |
| CoCoOp+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 75.2 | 78.7 | 76.9 | |
| CoCoOpShot setting=1-shot, Backbone=ViT-B/162026.05 | 73.5 | 76.5 | 75 | |
| CLIPShot setting=1-shot, Backbone=ViT-B/162026.05 | 72.2 | 77.8 | 74.9 | |
| CLIPShots=42026.05 | 72 | 77.9 | 74.8 |