Image Classification on Caltech101 (Base, Novel, HM)
99.3Base AccuracyMaPLe+CAKI
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MaPLe+CAKIsetting=16-shot2026.05 | 99.3 | 94.3 | 96.7 | |
| MMRL2026.04 | 98.97 | 94.5 | 96.68 | |
| MMRLshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 98.97 | 94.5 | 96.68 | |
| GAPL2026.04 | 98.9 | 95.87 | 97.36 | |
| GalLoP+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 98.9 | 96.4 | 97.6 | |
| MAIL++shots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 98.8 | 95.53 | 97.14 | |
| HiCroPL2026.04 | 98.77 | 95.96 | 97.34 | |
| BIP-Dshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 98.77 | 94.47 | 96.57 | |
| GalLoP+CAKIsetting=16-shot2026.05 | 98.7 | 96.4 | 97.5 | |
| DeKgshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 98.64 | 95.2 | 96.89 | |
| MaPLesetting=16-shot2026.05 | 98.6 | 94.3 | 96.4 | |
| TCP+CAKIsetting=16-shot2026.05 | 98.6 | 95 | 96.8 | |
| GalLoP + CAKIShots=42026.05 | 98.6 | 95.4 | 97 | |
| TCPsetting=16-shot2026.05 | 98.5 | 94.6 | 96.5 | |
| TCP + CAKIShots=42026.05 | 98.5 | 95.1 | 96.7 | |
| FCPrompt-Gshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 98.41 | 94.07 | 96.19 | |
| MMA2026.04 | 98.4 | 94 | 96.15 | |
| PromptSRC+CAKIsetting=16-shot2026.05 | 98.4 | 94.3 | 96.3 | |
| MMAshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 98.4 | 94 | 96.15 | |
| MAILshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 98.34 | 95.36 | 96.83 | |
| PromptSRCsetting=16-shot2026.05 | 98.3 | 94.1 | 96.2 | |
| GalLoPShot setting=1-shot, Backbone=ViT-B/162026.05 | 98.3 | 95.1 | 96.7 | |
| MaPLeShots=42026.05 | 98.3 | 94.9 | 96.6 | |
| PromptSRC + CAKIShots=42026.05 | 98.3 | 95.4 | 96.8 | |
| CoPrompt2026.04 | 98.27 | 94.9 | 96.56 | |
| TCP2026.04 | 98.23 | 94.67 | 96.42 | |
| TCPshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 98.23 | 94.67 | 96.42 | |
| TCP+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 98.2 | 95.9 | 97 | |
| MaPLe + CAKIShots=42026.05 | 98.2 | 95.3 | 96.7 | |
| PromptSRC2026.04 | 98.1 | 94.03 | 96.02 | |
| CoCoOpsetting=16-shot2026.05 | 98.1 | 93.7 | 95.9 | |
| PromptSRC+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 98.1 | 96.4 | 97.2 | |
| CoOp + CAKIShots=42026.05 | 98.1 | 94.4 | 96.2 | |
| TCPShots=42026.05 | 98.1 | 95 | 96.5 | |
| PromptSRCshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 98.1 | 94.03 | 96.02 | |
| CoOp2026.04 | 98 | 89.81 | 93.73 | |
| CoOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 98 | 89.81 | 93.73 | |
| CoCoOp2026.04 | 97.96 | 93.81 | 95.84 | |
| CoOpOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 97.96 | 93.81 | 95.84 | |
| CoOpsetting=16-shot2026.05 | 97.9 | 93.2 | 95.5 | |
| CoOpShots=42026.05 | 97.9 | 94.2 | 96 | |
| GalLoPsetting=16-shot2026.05 | 97.8 | 95.2 | 96.5 | |
| PromptSRCShots=42026.05 | 97.8 | 94.7 | 96.2 | |
| MaPLe2026.04 | 97.74 | 94.36 | 96.02 | |
| MaPLeshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 97.74 | 94.36 | 96.02 | |
| KgCoOp2026.04 | 97.72 | 94.39 | 96.03 | |
| KgCoOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 97.72 | 94.39 | 96.03 | |
| GalLoPShots=42026.05 | 97.7 | 94.6 | 96.1 | |
| CoCoOp + CAKIShots=42026.05 | 97.4 | 95.6 | 96.5 | |
| PromptSRCShot setting=1-shot, Backbone=ViT-B/162026.05 | 97.3 | 95.3 | 96.3 | |
| TCPShot setting=1-shot, Backbone=ViT-B/162026.05 | 97.3 | 95.1 | 96.2 | |
| CoCoOpShots=42026.05 | 97.3 | 95.3 | 96.3 | |
| CoOp+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 97.2 | 95.1 | 96.1 | |
| CLIPshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 96.84 | 94 | 95.4 | |
| CoOpShot setting=1-shot, Backbone=ViT-B/162026.05 | 96.8 | 94.8 | 95.8 | |
| MaPLe+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 96.8 | 96.1 | 96.5 | |
| CLIPShots=42026.05 | 96.7 | 94.1 | 95.4 | |
| CLIPShot setting=1-shot, Backbone=ViT-B/162026.05 | 96.6 | 94.2 | 95.4 | |
| CoCoOpShot setting=1-shot, Backbone=ViT-B/162026.05 | 96.3 | 95.6 | 96 | |
| CoCoOp+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 96.3 | 96.1 | 96.2 | |
| MaPLeShot setting=1-shot, Backbone=ViT-B/162026.05 | 96.3 | 95.6 | 96 | |
| MaPLe + Bi-CoGBackbone=ViT-B/162025.10 | 95.09 | — | 96.77 | |
| MaPLeBackbone=ViT-B/162025.10 | 94.87 | — | 96.58 | |
| PromptSRC + Bi-CoGBackbone=ViT-B/162025.10 | 94.74 | — | 96.45 | |
| PromptSRCBackbone=ViT-B/162025.10 | 94.63 | — | 96.11 | |
| CoOp + Bi-CoGBackbone=ViT-B/162025.10 | 94.24 | — | 96.67 | |
| CLIPBackbone=ViT-B/162025.10 | 93.3 | — | 95.68 | |
| CoOpBackbone=ViT-B/162025.10 | 89.9 | — | 90.91 |