Image Classification on Pets (Metrics: Base, New, HM)
96.8Base AccuracyGalLoP+CAKI
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GalLoP+CAKIsetting=16-shot2026.05 | 96.8 | 98.6 | 97.7 | |
| CDC2024.10 | 96.07 | 98 | 97.02 | |
| PromptSRC+CAKIsetting=16-shot2026.05 | 95.8 | 97.9 | 96.8 | |
| GalLoPsetting=16-shot2026.05 | 95.8 | 97.9 | 96.8 | |
| MaPLe+CAKIsetting=16-shot2026.05 | 95.7 | 97.6 | 96.6 | |
| TCP+CAKIsetting=16-shot2026.05 | 95.6 | 98 | 96.8 | |
| MaPLe2024.10 | 95.43 | 97.76 | 96.58 | |
| CoCoOpsetting=16-shot2026.05 | 95.3 | 97.5 | 96.4 | |
| PromptSRCsetting=16-shot2026.05 | 95.3 | 97.6 | 96.4 | |
| CoCoOp2024.10 | 95.2 | 97.69 | 96.43 | |
| MaPLesetting=16-shot2026.05 | 95.2 | 97.3 | 96.2 | |
| TCPsetting=16-shot2026.05 | 95.1 | 97.7 | 96.3 | |
| CoOpsetting=16-shot2026.05 | 94.4 | 96.1 | 95.2 | |
| CoOp+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 94.4 | 98.1 | 96.2 | |
| MaPLe+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 94.2 | 97.3 | 95.7 | |
| PromptSRC+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 94.1 | 97.4 | 95.7 | |
| MaPLeShot setting=1-shot, Backbone=ViT-B/162026.05 | 93.9 | 96.8 | 95.3 | |
| CoCoOp+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 93.8 | 97.2 | 95.5 | |
| GalLoP+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 93.8 | 98.3 | 96 | |
| CoOp2024.10 | 93.67 | 95.29 | 94.47 | |
| CoOpShot setting=1-shot, Backbone=ViT-B/162026.05 | 93.6 | 97.2 | 95.4 | |
| CoCoOpShot setting=1-shot, Backbone=ViT-B/162026.05 | 93.6 | 97.1 | 95.3 | |
| TCP+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 93.6 | 97.7 | 95.6 | |
| PromptSRCShot setting=1-shot, Backbone=ViT-B/162026.05 | 93.5 | 97.2 | 95.3 | |
| GalLoPShot setting=1-shot, Backbone=ViT-B/162026.05 | 93.3 | 97.5 | 95.4 | |
| TCPShot setting=1-shot, Backbone=ViT-B/162026.05 | 92.6 | 97 | 94.8 | |
| CLIPShot setting=1-shot, Backbone=ViT-B/162026.05 | 91.3 | 97.4 | 94.3 |