Image Classification on Food101 (Base, Novel, HM Metrics)
91.8Base AccuracyGalLoP + CAKI
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GalLoP + CAKIShots=42026.05 | 91.8 | 93.4 | 92.6 | |
| GalLoP+CAKIsetting=16-shot2026.05 | 91.2 | 93.3 | 92.2 | |
| TCP+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 91.1 | 92.2 | 91.6 | |
| MAIL++shots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 91.1 | 91.97 | 91.53 | |
| PromptSRC+CAKIsetting=16-shot2026.05 | 90.9 | 91.8 | 91.4 | |
| GalLoPsetting=16-shot2026.05 | 90.9 | 91.5 | 91.2 | |
| TCP+CAKIsetting=16-shot2026.05 | 90.8 | 92.5 | 91.6 | |
| FCPrompt-Gshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 90.76 | 92.19 | 91.47 | |
| MMRL++2026.05 | 90.73 | 92.35 | 91.53 | |
| DeKgshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 90.73 | 91.55 | 91.14 | |
| BIP-Dshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 90.73 | 91.23 | 90.98 | |
| MaPLeshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 90.71 | 92.05 | 91.38 | |
| MaPLe+CAKIsetting=16-shot2026.05 | 90.7 | 92.2 | 91.4 | |
| CoOpOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 90.7 | 91.29 | 90.99 | |
| PromptSRCshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 90.67 | 91.53 | 91.1 | |
| CoOpOp2026.05 | 90.66 | 91.58 | 91.12 | |
| TCPsetting=16-shot2026.05 | 90.6 | 91.2 | 90.9 | |
| MaPLe + CAKIShots=42026.05 | 90.6 | 92 | 91.3 | |
| TCP + CAKIShots=42026.05 | 90.6 | 92.2 | 91.4 | |
| TCP2026.05 | 90.57 | 91.53 | 91.05 | |
| TCPshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 90.57 | 91.37 | 90.97 | |
| MMRLshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 90.57 | 91.5 | 91.03 | |
| MAILshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 90.54 | 91.77 | 91.15 | |
| MMRL2026.05 | 90.52 | 91.82 | 91.17 | |
| MaPLesetting=16-shot2026.05 | 90.5 | 91.8 | 91.1 | |
| GalLoPShots=42026.05 | 90.5 | 92.5 | 91.5 | |
| KgCoOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 90.5 | 91.7 | 91.09 | |
| CoCoOpsetting=16-shot2026.05 | 90.4 | 91.5 | 90.9 | |
| PromptSRCsetting=16-shot2026.05 | 90.4 | 91.5 | 91 | |
| CoCoOp + CAKIShots=42026.05 | 90.4 | 91.8 | 91.1 | |
| PromptSRC + CAKIShots=42026.05 | 90.4 | 91.9 | 91.1 | |
| PromptSRCShots=42026.05 | 90.3 | 91.4 | 90.8 | |
| MaPLe2026.05 | 90.29 | 91.54 | 90.91 | |
| CLIP-Adapter2026.05 | 90.29 | 91.12 | 90.7 | |
| CoOp2026.05 | 90.26 | 91.25 | 90.75 | |
| KgCoOp2026.05 | 90.24 | 91.5 | 90.87 | |
| CLIPShots=42026.05 | 90.2 | 91.4 | 90.8 | |
| MMAshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 90.13 | 91.3 | 90.71 | |
| CLIPShot setting=1-shot, Backbone=ViT-B/162026.05 | 90.1 | 91.3 | 90.7 | |
| MaPLeShots=42026.05 | 90.1 | 91.5 | 90.8 | |
| TCPShots=42026.05 | 90.1 | 91.5 | 90.8 | |
| CLIPshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 90.1 | 91.22 | 90.66 | |
| CLIP2026.05 | 90.07 | 91.15 | 90.61 | |
| TCPShot setting=1-shot, Backbone=ViT-B/162026.05 | 90 | 91.2 | 90.6 | |
| CoCoOp+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 89.9 | 91.6 | 90.7 | |
| CoCoOpShots=42026.05 | 89.8 | 91.2 | 90.5 | |
| CoOpsetting=16-shot2026.05 | 89.6 | 88.9 | 89.3 | |
| MaPLe+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 89.6 | 91.3 | 91.3 | |
| PromptSRC+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 89.5 | 91.2 | 90.3 | |
| CoOp+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 89.3 | 91.5 | 90.4 | |
| A3B22026.05 | 89.21 | 91.75 | 90.46 | |
| CoCoOpShot setting=1-shot, Backbone=ViT-B/162026.05 | 89.2 | 90.7 | 89.9 | |
| RPO2026.05 | 88.92 | 89.73 | 89.32 | |
| MMA2026.05 | 88.88 | 90.51 | 89.69 | |
| GalLoP+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 88.8 | 91.9 | 90.3 | |
| CoOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 88.33 | 82.26 | 85.19 | |
| CoOp + CAKIShots=42026.05 | 88.3 | 83.9 | 86 | |
| CoOpShot setting=1-shot, Backbone=ViT-B/162026.05 | 88.2 | 90.9 | 89.5 | |
| MaPLeShot setting=1-shot, Backbone=ViT-B/162026.05 | 87.9 | 90.4 | 89.1 | |
| PromptSRCShot setting=1-shot, Backbone=ViT-B/162026.05 | 87.8 | 91.4 | 89.6 | |
| MaPLe + Bi-CoGBackbone=ViT-B/162025.10 | 87.46 | — | 91.67 | |
| CoOpShots=42026.05 | 87.3 | 82.4 | 84.8 | |
| PromptSRC + Bi-CoGBackbone=ViT-B/162025.10 | 86.65 | — | 91.25 | |
| GalLoPShot setting=1-shot, Backbone=ViT-B/162026.05 | 86.5 | 91.7 | 89 | |
| MaPLeBackbone=ViT-B/162025.10 | 86.47 | — | 90.83 | |
| PromptSRCBackbone=ViT-B/162025.10 | 86.47 | — | 90.91 | |
| CLIPBackbone=ViT-B/162025.10 | 85.6 | — | 90.39 | |
| CoOp + Bi-CoGBackbone=ViT-B/162025.10 | 85.03 | — | 90.54 | |
| CoOpBackbone=ViT-B/162025.10 | 80.03 | — | 85.82 |