Image Classification on SUN397 (Base/Novel Accuracy)
77.3Base AccuracyGalLoP+CAKI
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GalLoP+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 77.3 | 78.2 | 77.8 | |
| PromptSRC+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 76.7 | 77.4 | 77.1 | |
| MaPLe+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 76.5 | 78.1 | 77.3 | |
| TCP+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 76.4 | 78.8 | 77.6 | |
| GalLoPShot setting=1-shot, Backbone=ViT-B/162026.05 | 76.3 | 77.9 | 77.1 | |
| PromptSRCShot setting=1-shot, Backbone=ViT-B/162026.05 | 75.6 | 76.8 | 76.2 | |
| TCPShot setting=1-shot, Backbone=ViT-B/162026.05 | 75 | 77.5 | 76.2 | |
| MaPLeShot setting=1-shot, Backbone=ViT-B/162026.05 | 74.4 | 77.6 | 76 | |
| CoCoOp+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 73.7 | 77.4 | 75.5 | |
| CoOp+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 73.2 | 72.7 | 73 | |
| CoCoOpShot setting=1-shot, Backbone=ViT-B/162026.05 | 73.2 | 76.3 | 74.7 | |
| CoOpShot setting=1-shot, Backbone=ViT-B/162026.05 | 70.3 | 70.4 | 70.4 | |
| CLIPShot setting=1-shot, Backbone=ViT-B/162026.05 | 69.6 | 75.4 | 72.4 |