TOS Classification on ImageNet
71.63Leaf AccuracyAlignment across Trees
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Alignment across Trees2025.10 | 71.63 | 42.15 | — | 89.61 | |
| CoOpK-Shot=16, w/ ProTeCt=false2023.06 | 71.23 | 2.99 | 46.98 | — | |
| MaPLeK-Shot=16, w/ ProTeCt=false2023.06 | 70.7 | 4.15 | 48.29 | — | |
| CoOpK-Shot=16, w/ ProTeCt=true2023.06 | 69.92 | 37.74 | 88.61 | — | |
| MaPLeK-Shot=16, w/ ProTeCt=true2023.06 | 69.52 | 31.24 | 87.87 | — | |
| MaPLeK-Shot=1, w/ ProTeCt=false2023.06 | 68.91 | 2.97 | 48.16 | — | |
| Alignment across TreesBase Method=PromptSRC2025.10 | 68.74 | 33.31 | — | 86.95 | |
| PromptSRCVariant=Vanilla2025.10 | 68.7 | 3.78 | — | 52.33 | |
| ProTeCtBase Method=PromptSRC2025.10 | 68.67 | 29.9 | — | 86.81 | |
| Alignment across TreesBase Method=MaPLe2025.10 | 67.53 | 33.6 | — | 86.73 | |
| MaPLeVariant=Vanilla2025.10 | 67.5 | 1.64 | — | 45.1 | |
| ProTeCtBase Method=MaPLe2025.10 | 67.48 | 27.01 | — | 86.61 | |
| MaPLeK-Shot=1, w/ ProTeCt=true2023.06 | 66.16 | 20.44 | 85.18 | — | |
| CoOpK-Shot=1, w/ ProTeCt=true2023.06 | 66.11 | 25.79 | 86.14 | — | |
| CoOpK-Shot=1, w/ ProTeCt=false2023.06 | 63.67 | 1.59 | 40.52 | — | |
| HYCOCLIP2025.10 | 45.74 | 0.98 | — | 38.82 | |
| MERU2025.10 | 39.35 | 1.17 | — | 40.03 |