TOS Classification on Cifar100
85.58Leaf AccuracyAlignment across Trees
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Alignment across TreesBase Method=PromptSRC2025.10 | 85.58 | 67.66 | — | — | 91.74 | |
| PromptSRCVariant=Vanilla2025.10 | 85.43 | 14.06 | — | — | 63.56 | |
| ProTeCtBase Method=PromptSRC2025.10 | 85.36 | 64.76 | — | — | 91.19 | |
| Alignment across TreesBase Method=PromptSRC2025.10 | 82.85 | 50.37 | — | — | 85.37 | |
| PromptSRCVariant=Vanilla2025.10 | 82.77 | 14.39 | — | — | 59.31 | |
| Alignment across TreesBase Method=MaPLe2025.10 | 82.76 | 66.42 | — | — | 91.01 | |
| ProTeCtBase Method=MaPLe2025.10 | 82.66 | 61.84 | — | — | 89.65 | |
| MaPLeVariant=Vanilla2025.10 | 82.6 | 9.94 | — | — | 61.46 | |
| ProTeCtBase Method=PromptSRC2025.10 | 81.91 | 49.47 | — | — | 84.88 | |
| Alignment across TreesBase Method=MaPLe2025.10 | 79.2 | 51.1 | — | — | 86.3 | |
| MaPLeVariant=Vanilla2025.10 | 79.05 | 8.17 | — | — | 55.54 | |
| PromptSRC + Alignment across TreesK-Shot=162025.10 | 78.9 | 68.47 | — | — | 91.12 | |
| Alignment across Trees2025.10 | 78.9 | 68.47 | — | — | 91.12 | |
| PromptSRC + ProTeCtK-Shot=162025.10 | 78.76 | 66.74 | — | — | 90.79 | |
| ProTeCtBase Method=MaPLe2025.10 | 78.4 | 45.4 | — | — | 82.93 | |
| MaPLe + Alignment across TreesK-Shot=162025.10 | 77.92 | 69.38 | — | — | 90.89 | |
| PromptSRCK-Shot=16, Variant=Vanilla2025.10 | 77.71 | 15.07 | — | — | 56.86 | |
| MaPLeK-Shot=16, w/ ProTeCt=true2023.06 | 75.34 | 61.15 | 88.04 | 88.33 | — | |
| MaPLe + ProTeCtK-Shot=162025.10 | 75.34 | 61.15 | — | — | 88.04 | |
| MaPLeK-Shot=16, w/ ProTeCt=false2023.06 | 75.01 | 17.54 | 52.21 | 50.82 | — | |
| MaPLeK-Shot=16, Variant=Vanilla2025.10 | 75.01 | 17.54 | — | — | 52.21 | |
| Alignment across TreesBase Method=PromptSRC2025.10 | 74.89 | 42.87 | — | — | 81.72 | |
| PromptSRCVariant=Vanilla2025.10 | 74.86 | 11.95 | — | — | 55.41 | |
| ProTeCtBase Method=PromptSRC2025.10 | 73.82 | 42.36 | — | — | 80.53 | |
| PromptSRC + Alignment across TreesK-Shot=12025.10 | 73.54 | 51.91 | — | — | 85.76 | |
| PromptSRC + ProTeCtK-Shot=12025.10 | 73.07 | 49.54 | — | — | 85.16 | |
| CoOpK-Shot=16, w/ ProTeCt=true2023.06 | 72.94 | 56.85 | 87.69 | 87.3 | — | |
| CoOpK-Shot=16, w/ ProTeCt=false2023.06 | 72.88 | 10.04 | 50.64 | 51.14 | — | |
| Alignment across TreesBase Method=MaPLe2025.10 | 72.52 | 45.79 | — | — | 81.84 | |
| PromptSRCK-Shot=1, Variant=Vanilla2025.10 | 72.48 | 14.36 | — | — | 51.91 | |
| MaPLeVariant=Vanilla2025.10 | 71.45 | 7 | — | — | 54.14 | |
| MaPLe + Alignment across TreesK-Shot=12025.10 | 71.37 | 53.19 | — | — | 85.29 | |
| ProTeCtBase Method=MaPLe2025.10 | 70.03 | 39.37 | — | — | 77.34 | |
| MaPLeK-Shot=1, w/ ProTeCt=true2023.06 | 69.33 | 48.1 | 83.36 | 83.78 | — | |
| MaPLe + ProTeCtK-Shot=12025.10 | 69.33 | 48.1 | — | — | 83.36 | |
| MaPLeK-Shot=1, w/ ProTeCt=false2023.06 | 68.75 | 4.65 | 50.6 | 54.99 | — | |
| MaPLeK-Shot=1, Variant=Vanilla2025.10 | 68.75 | 4.65 | — | — | 50.6 | |
| CoOpK-Shot=1, w/ ProTeCt=true2023.06 | 66.88 | 41.01 | 81.64 | 81.01 | — | |
| CoOpK-Shot=1, w/ ProTeCt=false2023.06 | 65.03 | 7.81 | 41.78 | 44.17 | — | |
| HYCOCLIP2025.10 | 60.21 | 9.31 | — | — | 42.96 | |
| MERU2025.10 | 48.57 | 8.42 | — | — | 37.72 |