Image Classification on DTD (Base, New, HM Scores)
85.67Base ScoreMMRL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MMRLshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 85.67 | 65 | 73.82 | |
| BIP-Dshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 85.43 | 58.77 | 69.63 | |
| GalLoP+CAKIsetting=16-shot2026.05 | 85.3 | 58.4 | 69.3 | |
| PromptSRC+CAKIsetting=16-shot2026.05 | 85.2 | 62.3 | 72 | |
| FCPrompt-Gshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 84.61 | 60.31 | 70.42 | |
| GalLoPsetting=16-shot2026.05 | 84.6 | 57.8 | 68.7 | |
| PromptSRCsetting=16-shot2026.05 | 84.5 | 61.9 | 71.5 | |
| DeKgshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 83.8 | 59.66 | 69.7 | |
| PromptSRCshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 83.37 | 62.97 | 71.75 | |
| MMAshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 83.2 | 65.63 | 73.38 | |
| MAILshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 83.15 | 67.39 | 74.45 | |
| MAIL++shots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 83.13 | 67.93 | 74.77 | |
| TCPshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 82.77 | 58.07 | 68.25 | |
| TCP+CAKIsetting=16-shot2026.05 | 82.4 | 59.9 | 69.4 | |
| TCPsetting=16-shot2026.05 | 82.3 | 58.8 | 68.6 | |
| MaPLeshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 80.36 | 59.18 | 68.16 | |
| MaPLe+CAKIsetting=16-shot2026.05 | 80.3 | 58.6 | 67.8 | |
| CoOpsetting=16-shot2026.05 | 80.2 | 48.4 | 60.4 | |
| MaPLesetting=16-shot2026.05 | 80.2 | 57.4 | 66.9 | |
| MaPLe + CC-CDFSL2026.03 | 79.9 | 62.28 | 70 | |
| MaPLe2026.03 | 79.86 | 59.54 | 68.28 | |
| CoOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 79.44 | 41.18 | 54.24 | |
| KgCoOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 77.55 | 54.99 | 64.35 | |
| CoCoOpsetting=16-shot2026.05 | 77.5 | 55.7 | 64.8 | |
| CoOpOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 77.01 | 56 | 64.85 | |
| GalLoP+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 67.5 | 61.6 | 64.4 | |
| PromptSRC+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 66.9 | 61.4 | 64 | |
| TCP+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 66.8 | 58.6 | 62.4 | |
| GalLoPShot setting=1-shot, Backbone=ViT-B/162026.05 | 66.4 | 59.9 | 63 | |
| PromptSRCShot setting=1-shot, Backbone=ViT-B/162026.05 | 66.1 | 60 | 62.9 | |
| TCPShot setting=1-shot, Backbone=ViT-B/162026.05 | 66.1 | 57.1 | 61.3 | |
| CoCoOp+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 61.4 | 54.4 | 57.7 | |
| MaPLe+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 61.2 | 57.3 | 59.2 | |
| CoCoOpShot setting=1-shot, Backbone=ViT-B/162026.05 | 60.6 | 53.4 | 56.8 | |
| MaPLeShot setting=1-shot, Backbone=ViT-B/162026.05 | 60.6 | 56.8 | 58.6 | |
| CoOp+CAKIShot setting=1-shot, Backbone=ViT-B/162026.05 | 57.2 | 56.8 | 57 | |
| CoOpShot setting=1-shot, Backbone=ViT-B/162026.05 | 56.3 | 56.3 | 56.3 | |
| CLIPShot setting=1-shot, Backbone=ViT-B/162026.05 | 53.4 | 59.9 | 56.5 | |
| CLIPshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 53.24 | 59.9 | 56.37 |