Image Classification on Aircraft (Base, Novel, HM Scores)
44.7Base ScoreGalLoP+CAKI
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GalLoP+CAKIsetting=16-shot2026.05 | 44.7 | 37.5 | 40.8 | |
| GalLoPsetting=16-shot2026.05 | 43.6 | 35.8 | 39.3 | |
| PromptSRC+CAKIsetting=16-shot2026.05 | 42.7 | 38.6 | 40.6 | |
| PromptSRCsetting=16-shot2026.05 | 42.6 | 37.5 | 39.9 | |
| TCPsetting=16-shot2026.05 | 42.6 | 34.5 | 38.1 | |
| TCP+CAKIsetting=16-shot2026.05 | 42.2 | 34.9 | 38.2 | |
| CoOpsetting=16-shot2026.05 | 39.6 | 31.4 | 35 | |
| MaPLe+CAKIsetting=16-shot2026.05 | 39.6 | 35.5 | 37.4 | |
| MaPLesetting=16-shot2026.05 | 38.5 | 35.1 | 36.7 | |
| TCP+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 33.5 | 36.1 | 34.8 | |
| CoCoOpsetting=16-shot2026.05 | 33.3 | 23.8 | 27.8 | |
| MaPLe+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 32.4 | 36.5 | 34.3 | |
| GalLoP+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 30.9 | 30.1 | 30.5 | |
| MaPLeShot setting=1-shot, Backbone=ViT-B/162026.05 | 30.7 | 34.1 | 32.3 | |
| CoCoOp+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 30.4 | 38.1 | 33.8 | |
| TCPShot setting=1-shot, Backbone=ViT-B/162026.05 | 30.4 | 34.4 | 32.3 | |
| CoOp+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 30.3 | 35.9 | 32.9 | |
| CoCoOpShot setting=1-shot, Backbone=ViT-B/162026.05 | 29.4 | 35.8 | 32.3 | |
| GalLoPShot setting=1-shot, Backbone=ViT-B/162026.05 | 28.9 | 27.6 | 28.2 | |
| CLIPShot setting=1-shot, Backbone=ViT-B/162026.05 | 27.2 | 36.4 | 31.3 | |
| CoOpShot setting=1-shot, Backbone=ViT-B/162026.05 | 26.7 | 33.8 | 29.8 | |
| PromptSRC+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 23.7 | 23.2 | 23.5 | |
| PromptSRCShot setting=1-shot, Backbone=ViT-B/162026.05 | 15.1 | 8.3 | 10.7 |